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Azure Machine Learning Certification

Azure Machine Learning Certification

Artificial Intelligence
Programming with Python Training
30k LearnersWeekend/WeekdayLive Class
  • 2 Live Project
  • Self-Paced/ Classroom
  • Certification Pass Guaranteed

  • Python is a very powerful high-level, object-oriented programming language. Python is an interpreted language. Python interpreters are available for many operating systems, allowing Python code to run on a wide variety of systems.
  • Python has been a favourite option for Data Scientists who use it for building and using Machine Learning Applications and other Scientific Computations.
  • Python cuts development time in half with its simple to read syntax and easy compilation feature. Debugging programs is a breeze in Python with its built in debugger.
  • In this program you will learn:
    • Python Training Curriculum

      Data Analysis and Visualization using NumPy, Pandas, and MatPlotLib,Seaborn

Get full course syllabus in your inbox

  • In this program you will learn:
    • Introduction To Python

      • Installation and Working with Python
        • Understanding Python variables
          • Python basic Operators
            • Understanding the Python blocks.
          • In this program you will learn:
            • Python Keyword and Identifiers

              • Python Keyword and Identifiers
                • Python Comments, Multiline Comments.
                  • Python Indentation
                    • Understating the concepts of Operators
                      • Arithmetic
                      • Relational
                      • Logical
                      • Assignment
                      • Membership
                      • Identity
                • In this program you will learn:
                  • Introduction To Variables:

                    • Variables, expression condition and function
                      • Global and Local Variables in Python
                        • Packing and Unpacking Arguments
                          • Type Casting in Python
                            • Byte objects vs. string in Python
                              • Variable Scope
                            • In this program you will learn:
                              • Python Data Type:

                                • Declaring and using Numeric data types
                                  • Using string data type and string operations
                                    • Understanding Non-numeric data types
                                      • Understanding the concept of Casting and Boolean.
                                        • Strings
                                          • List
                                            • Tuples
                                              • Dictionary
                                                • Sets
                                              • In this program you will learn:
                                                • Control Structure & Flow

                                                  • Statements – if, else, elif
                                                    • How to use nested IF and Else in Python
                                                      • Loops
                                                        • Loops and Control Statements.
                                                          • Jumping Statements – Break, Continue, pass
                                                            • Looping techniques in Python
                                                              • How to use Range function in Loop
                                                                • Programs for printing Patterns in Python
                                                                  • How to use if and else with Loop
                                                                    • Use of Switch Function in Loop
                                                                      • Elegant way of Python Iteration
                                                                        • Generator in Python
                                                                          • How to use nested Loop in Python
                                                                            • Use If and Else in for and While Loop
                                                                              • Examples of Looping with Break and Continue Statement
                                                                                • How to use IN or NOT IN keyword in Python Loop.
                                                                              • In this program you will learn:
                                                                                • Python Function, Modules and Packages

                                                                                  • Python Syntax
                                                                                    • Function Call
                                                                                      • Return Statement
                                                                                        • Arguments in a function – Required, Default, Positional, Variable-length
                                                                                          • Write an Empty Function in Python –pass statement.
                                                                                            • Lamda/ Anonymous Function
                                                                                              • *args and **kwargs
                                                                                                • Help function in Python
                                                                                                  • Scope and Life Time of Variable in Python Function
                                                                                                    • Nested Loop in Python Function
                                                                                                      • Recursive Function and Its Advantage and Disadvantage
                                                                                                        • Organizing python codes using functions
                                                                                                          • Organizing python projects into modules
                                                                                                            • Importing own module as well as external modules
                                                                                                              • Understanding Packages
                                                                                                                • Random functions in python
                                                                                                                  • Programming using functions, modules & external packages
                                                                                                                    • Map, Filter and Reduce function with Lambda Function
                                                                                                                      • More example of Python Function
                                                                                                                    • In this program you will learn:
                                                                                                                      • Python Date Time and Calendar:

                                                                                                                        • Day, Month, Year, Today, Weekday
                                                                                                                          • IsoWeek day
                                                                                                                            • Date Time
                                                                                                                              • Time, Hour, Minute, Sec, Microsec
                                                                                                                                • Time Delta and UTC
                                                                                                                                  • StrfTime, Now
                                                                                                                                    • Time stamp and Date Format
                                                                                                                                      • Month Calendar
                                                                                                                                        • Itermonthdates
                                                                                                                                          • Lots of Example on Python Calendar
                                                                                                                                            • Lots of Example on Python Calendar
                                                                                                                                              • Create 12-month Calendar
                                                                                                                                                • Strftime
                                                                                                                                                  • Strptime
                                                                                                                                                    • Format Code list of Data, Time and Cal
                                                                                                                                                      • Locale’s appropriate date and time
                                                                                                                                                    • In this program you will learn:
                                                                                                                                                      • List

                                                                                                                                                        • What is List.
                                                                                                                                                          • List Creation
                                                                                                                                                            • List Length
                                                                                                                                                              • List Append
                                                                                                                                                                • List Insert
                                                                                                                                                                  • List Remove
                                                                                                                                                                    • List Append & Extend using “+” and Keyword
                                                                                                                                                                      • List Delete
                                                                                                                                                                        • List related Keyword in Python
                                                                                                                                                                          • List Revers
                                                                                                                                                                            • List Sorting
                                                                                                                                                                              • List having Multiple Reference
                                                                                                                                                                                • String Split to create a List
                                                                                                                                                                                  • List Indexing
                                                                                                                                                                                    • List Slicing
                                                                                                                                                                                      • List count and Looping
                                                                                                                                                                                        • List Comprehension and Nested Comprehension
                                                                                                                                                                                      • In this program you will learn:
                                                                                                                                                                                        • Tuple

                                                                                                                                                                                          • What is Tuple
                                                                                                                                                                                            • Tuple Creation
                                                                                                                                                                                              • Accessing Elements in Tuple
                                                                                                                                                                                                • Changing a Tuple
                                                                                                                                                                                                  • Tuple Deletion
                                                                                                                                                                                                    • Tuple Count
                                                                                                                                                                                                      • Tuple Index
                                                                                                                                                                                                        • Tuple Membership
                                                                                                                                                                                                          • TupleBuilt in Function (Length, Sort)
                                                                                                                                                                                                        • In this program you will learn:
                                                                                                                                                                                                          • Dictionary

                                                                                                                                                                                                            • Dict Creation
                                                                                                                                                                                                              • Dict Access (Accessing Dict Values)
                                                                                                                                                                                                                • Dict Get Method
                                                                                                                                                                                                                  • Dict Add or Modify Elements
                                                                                                                                                                                                                    • Dict Copy
                                                                                                                                                                                                                      • Dict From Keys.
                                                                                                                                                                                                                        • Dict Items
                                                                                                                                                                                                                          • Dict Keys (Updating, Removing and Iterating)
                                                                                                                                                                                                                            • Dict Values
                                                                                                                                                                                                                              • Dict Comprehension
                                                                                                                                                                                                                                • Default Dictionaries
                                                                                                                                                                                                                                  • Ordered Dictionaries
                                                                                                                                                                                                                                    • Looping Dictionaries
                                                                                                                                                                                                                                      • Dict useful methods (Pop, Pop Item, Str , Update etc.)
                                                                                                                                                                                                                                    • In this program you will learn:
                                                                                                                                                                                                                                      • Sets

                                                                                                                                                                                                                                        • What is Set
                                                                                                                                                                                                                                          • Set Creation
                                                                                                                                                                                                                                            • Add element to a Set
                                                                                                                                                                                                                                              • Remove elements from a Set
                                                                                                                                                                                                                                                • PythonSet Operations
                                                                                                                                                                                                                                                  • Frozen Sets
                                                                                                                                                                                                                                                • In this program you will learn:
                                                                                                                                                                                                                                                  • Strings

                                                                                                                                                                                                                                                    • What is Set
                                                                                                                                                                                                                                                      • Set Creation
                                                                                                                                                                                                                                                        • Add element to a Set
                                                                                                                                                                                                                                                          • Remove elements from a Set
                                                                                                                                                                                                                                                            • PythonSet Operations
                                                                                                                                                                                                                                                          • In this program you will learn:
                                                                                                                                                                                                                                                            • Python Exception Handling

                                                                                                                                                                                                                                                              • Python Errors and Built-in-Exceptions
                                                                                                                                                                                                                                                                • Exception handing Try, Except and Finally
                                                                                                                                                                                                                                                                  • Catching Exceptions in Python
                                                                                                                                                                                                                                                                    • Catching Specific Exception in Python
                                                                                                                                                                                                                                                                      • Raising Exception
                                                                                                                                                                                                                                                                        • Try and Finally
                                                                                                                                                                                                                                                                      • In this program you will learn:
                                                                                                                                                                                                                                                                        • Python File Handling

                                                                                                                                                                                                                                                                          • Opening a File
                                                                                                                                                                                                                                                                            • Python File Modes
                                                                                                                                                                                                                                                                              • Closing File
                                                                                                                                                                                                                                                                                • Writing to a File
                                                                                                                                                                                                                                                                                  • Reading from a File
                                                                                                                                                                                                                                                                                    • Renaming and Deleting Files in Python
                                                                                                                                                                                                                                                                                      • Python Directory and File Management
                                                                                                                                                                                                                                                                                        • List Directories and Files
                                                                                                                                                                                                                                                                                          • Making New Directory
                                                                                                                                                                                                                                                                                            • Changing Directory
                                                                                                                                                                                                                                                                                          • In this program you will learn:
                                                                                                                                                                                                                                                                                            • Python Database Interaction

                                                                                                                                                                                                                                                                                              • SQL Database connection using
                                                                                                                                                                                                                                                                                                • Creating and searching tables
                                                                                                                                                                                                                                                                                                  • Reading and Storing config information on database
                                                                                                                                                                                                                                                                                                    • Programming using database connections
                                                                                                                                                                                                                                                                                                  • In this program you will learn:
                                                                                                                                                                                                                                                                                                    • Contacting user Through Emails Using Python

                                                                                                                                                                                                                                                                                                      • Installing SMTP Python Module
                                                                                                                                                                                                                                                                                                        • Sending Email
                                                                                                                                                                                                                                                                                                          • Reading from file and sending emails to all users
                                                                                                                                                                                                                                                                                                        • In this program you will learn:
                                                                                                                                                                                                                                                                                                          • Reading an excel

                                                                                                                                                                                                                                                                                                            • Working With Excel
                                                                                                                                                                                                                                                                                                              • Reading an excel file using Python
                                                                                                                                                                                                                                                                                                                • Writing to an excel sheet using Python
                                                                                                                                                                                                                                                                                                                  • Python| Reading an excel file
                                                                                                                                                                                                                                                                                                                    • Python | Writing an excel file
                                                                                                                                                                                                                                                                                                                      • Adjusting Rows and Column using Python
                                                                                                                                                                                                                                                                                                                        • ArithmeticOperation in Excel file.
                                                                                                                                                                                                                                                                                                                          • Play with Workbook, Sheets and Cells in Excel using Python
                                                                                                                                                                                                                                                                                                                            • Creating and Removing Sheets
                                                                                                                                                                                                                                                                                                                              • Formatting the Excel File Data
                                                                                                                                                                                                                                                                                                                                • More example of Python Function
                                                                                                                                                                                                                                                                                                                              • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                • Complete Understanding of OS Module of Python

                                                                                                                                                                                                                                                                                                                                  • Check Dirs. (exist or not)
                                                                                                                                                                                                                                                                                                                                    • How to split path and extension
                                                                                                                                                                                                                                                                                                                                      • How to get user profile detail
                                                                                                                                                                                                                                                                                                                                        • Get the path of Desktop, Documents, Downloads etc.
                                                                                                                                                                                                                                                                                                                                          • Handle the File System Organization using OS
                                                                                                                                                                                                                                                                                                                                            • How to get any files and folder’s details using OS
                                                                                                                                                                                                                                                                                                                                          Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                          • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                            • NumPy

                                                                                                                                                                                                                                                                                                                                              • Introduction to NumPy: Numerical Python
                                                                                                                                                                                                                                                                                                                                                • Importing NumPy and Its Properties
                                                                                                                                                                                                                                                                                                                                                  • NumPy Arrays
                                                                                                                                                                                                                                                                                                                                                    • Creating an Array from a CSV
                                                                                                                                                                                                                                                                                                                                                      • Operations an Array from aCSV
                                                                                                                                                                                                                                                                                                                                                        • Operations with NumPy Arrays
                                                                                                                                                                                                                                                                                                                                                          • Two-Dimensional Array
                                                                                                                                                                                                                                                                                                                                                            • Selecting Elements from 1-D Array
                                                                                                                                                                                                                                                                                                                                                              • Selecting Elements from 2-D Array
                                                                                                                                                                                                                                                                                                                                                                • Logical Operation with Array
                                                                                                                                                                                                                                                                                                                                                              • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                • Pandas

                                                                                                                                                                                                                                                                                                                                                                  • Working With Excel using Pandas
                                                                                                                                                                                                                                                                                                                                                                    • Reading an excel & CSV file using Pandas
                                                                                                                                                                                                                                                                                                                                                                      • Writing to an excel sheet using Pandas
                                                                                                                                                                                                                                                                                                                                                                        • Adjusting Rows and Column using Pandas
                                                                                                                                                                                                                                                                                                                                                                          • Arithmetic Operation in Excel file using Pandas.
                                                                                                                                                                                                                                                                                                                                                                            • Play with Workbook, Sheets and Cells in Excel using Pandas
                                                                                                                                                                                                                                                                                                                                                                              • Creating and Removing Sheets using Pandas
                                                                                                                                                                                                                                                                                                                                                                                • Formatting the Excel File Data using Pandas
                                                                                                                                                                                                                                                                                                                                                                              • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                • MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                  • Bar Chart using Python MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                    • Column Chart using Python MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                      • Pie Chart using Python MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                        • Area Chart using Python MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                          • Scatter Plot Chart using Python MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                            • Export the Chart as Image
                                                                                                                                                                                                                                                                                                                                                                                              • Create Charts as Image
                                                                                                                                                                                                                                                                                                                                                                                                • Other Useful Properties of Charts.
                                                                                                                                                                                                                                                                                                                                                                                                  • Plotting Different Charts, Labels, and Labels Alignment etc.
                                                                                                                                                                                                                                                                                                                                                                                                • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Seaborn
                                                                                                                                                                                                                                                                                                                                                                                                      • Making a scatter plot with lists
                                                                                                                                                                                                                                                                                                                                                                                                        • Making a count plot with a list
                                                                                                                                                                                                                                                                                                                                                                                                          • Using Pandas with seaborn
                                                                                                                                                                                                                                                                                                                                                                                                        • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                          • Python Object Oriented Programming—Oops Concepts

                                                                                                                                                                                                                                                                                                                                                                                                            • Concept of Class, Object and Instances
                                                                                                                                                                                                                                                                                                                                                                                                              • Constructor, Class attributes and Destructors
                                                                                                                                                                                                                                                                                                                                                                                                                • Real time use of class in live projects
                                                                                                                                                                                                                                                                                                                                                                                                                  • Inheritance, Overlapping and Overloading operators
                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding and retrieving dynamic attributes of classes
                                                                                                                                                                                                                                                                                                                                                                                                                      • Programming using Oops support
                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox
                                                                                                                                                                                                                                                                                                                                                                                                                    Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                    Python Django Full Stack Development Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                    30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                    • 2 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                    • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                    • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                    • Python is a very powerful high-level, object-oriented programming language. Python is an interpreted language. Python interpreters are available for many operating systems, allowing Python code to run on a wide variety of systems.
                                                                                                                                                                                                                                                                                                                                                                                                                    • Using third-party tools, such as Py2exe or Pyinstaller Python code can be packaged into stand-alone executable programs. Django is an extremely widely used framework, and because it’s open source. Django is a web framework which written in python & follows the MVC architectural pattern.
                                                                                                                                                                                                                                                                                                                                                                                                                    • It is maintained by the Django software foundation, an independent organization. There are many other frameworks like Pyramid, web2py, Flask etc. which support developers in the design & maintenance of complex applications. Pyjamas & Iron Python can be used to develop the client-side of ajax-based applications.
                                                                                                                                                                                                                                                                                                                                                                                                                    • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                      • HTML

                                                                                                                                                                                                                                                                                                                                                                                                                        HTML 5

                                                                                                                                                                                                                                                                                                                                                                                                                        CSS 2.0

                                                                                                                                                                                                                                                                                                                                                                                                                        CSS 3.0

                                                                                                                                                                                                                                                                                                                                                                                                                        JavaScript

                                                                                                                                                                                                                                                                                                                                                                                                                        JQuery

                                                                                                                                                                                                                                                                                                                                                                                                                        Bootstrap Framework Latest Version (HTML, CSS, and JS Library)

                                                                                                                                                                                                                                                                                                                                                                                                                        Web Hosting & SEO Basics

                                                                                                                                                                                                                                                                                                                                                                                                                        Python Training Curriculum

                                                                                                                                                                                                                                                                                                                                                                                                                        Data Analysis and Visualization using NumPy, Pandas, and MatPlotLib, Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                        Placement Guide

                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML
                                                                                                                                                                                                                                                                                                                                                                                                                      • What is HTML

                                                                                                                                                                                                                                                                                                                                                                                                                        What is a Web Browser

                                                                                                                                                                                                                                                                                                                                                                                                                        What are Versions of HTML

                                                                                                                                                                                                                                                                                                                                                                                                                        What can you Do with HTML

                                                                                                                                                                                                                                                                                                                                                                                                                        HTML Development Environments

                                                                                                                                                                                                                                                                                                                                                                                                                        Writing Code with a Text Editor

                                                                                                                                                                                                                                                                                                                                                                                                                    • Review of HTML Elements
                                                                                                                                                                                                                                                                                                                                                                                                                      • Rules of Syntax

                                                                                                                                                                                                                                                                                                                                                                                                                        Making your Code Readable

                                                                                                                                                                                                                                                                                                                                                                                                                        Building a Document

                                                                                                                                                                                                                                                                                                                                                                                                                        Using Colors

                                                                                                                                                                                                                                                                                                                                                                                                                        Adding Color to your Page

                                                                                                                                                                                                                                                                                                                                                                                                                        Using Headings

                                                                                                                                                                                                                                                                                                                                                                                                                        Using Paragraphs

                                                                                                                                                                                                                                                                                                                                                                                                                        Aligning Block-Level Elements

                                                                                                                                                                                                                                                                                                                                                                                                                    • Inserting Spaces and Line Breaks
                                                                                                                                                                                                                                                                                                                                                                                                                      • Displaying Preformatted Text

                                                                                                                                                                                                                                                                                                                                                                                                                        Formatting with Inline Elements

                                                                                                                                                                                                                                                                                                                                                                                                                        Controlling Fonts

                                                                                                                                                                                                                                                                                                                                                                                                                        Introducing List Elements

                                                                                                                                                                                                                                                                                                                                                                                                                        Creating Unordered Lists

                                                                                                                                                                                                                                                                                                                                                                                                                        Creating Ordered Lists

                                                                                                                                                                                                                                                                                                                                                                                                                        Nesting Lists

                                                                                                                                                                                                                                                                                                                                                                                                                    • What is an HTML Table
                                                                                                                                                                                                                                                                                                                                                                                                                      • Building a Table

                                                                                                                                                                                                                                                                                                                                                                                                                        Cell Padding and Cell Spacing

                                                                                                                                                                                                                                                                                                                                                                                                                        Controlling Table and Cell Width

                                                                                                                                                                                                                                                                                                                                                                                                                        Aligning a Table on the Page

                                                                                                                                                                                                                                                                                                                                                                                                                        Aligning Tables and Text

                                                                                                                                                                                                                                                                                                                                                                                                                        Aligning Table Data

                                                                                                                                                                                                                                                                                                                                                                                                                        Spanning Columns and Rows

                                                                                                                                                                                                                                                                                                                                                                                                                    • Creating a Hyperlink
                                                                                                                                                                                                                                                                                                                                                                                                                      • Understanding and Using URLs

                                                                                                                                                                                                                                                                                                                                                                                                                        Linking to a Web Document

                                                                                                                                                                                                                                                                                                                                                                                                                        Linking to a Local Document

                                                                                                                                                                                                                                                                                                                                                                                                                        Linking to Anchors

                                                                                                                                                                                                                                                                                                                                                                                                                        Opening a New Browser Window

                                                                                                                                                                                                                                                                                                                                                                                                                    • Image Formats
                                                                                                                                                                                                                                                                                                                                                                                                                      • Inserting Inline Images

                                                                                                                                                                                                                                                                                                                                                                                                                        Aligning Images

                                                                                                                                                                                                                                                                                                                                                                                                                        Using Images to Anchor Links

                                                                                                                                                                                                                                                                                                                                                                                                                        Sizing Images

                                                                                                                                                                                                                                                                                                                                                                                                                        Using Transparent Images

                                                                                                                                                                                                                                                                                                                                                                                                                        Using GIF Animation

                                                                                                                                                                                                                                                                                                                                                                                                                    • Forms and Controls
                                                                                                                                                                                                                                                                                                                                                                                                                      • Forms and Form Elements

                                                                                                                                                                                                                                                                                                                                                                                                                        Form Actions, Form Methods, Form Design

                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction
                                                                                                                                                                                                                                                                                                                                                                                                                      • Laying out a page with HTML5

                                                                                                                                                                                                                                                                                                                                                                                                                        Page Structure

                                                                                                                                                                                                                                                                                                                                                                                                                        New HTML5 Strutural Tags

                                                                                                                                                                                                                                                                                                                                                                                                                        Page Simplification

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML 5 - How we got here
                                                                                                                                                                                                                                                                                                                                                                                                                      • New Features of HTML5

                                                                                                                                                                                                                                                                                                                                                                                                                        The HTML5 Semantic Element

                                                                                                                                                                                                                                                                                                                                                                                                                        Current State of Browser Support

                                                                                                                                                                                                                                                                                                                                                                                                                    • SECTIONS AND ARTICLES
                                                                                                                                                                                                                                                                                                                                                                                                                      • The section Tag

                                                                                                                                                                                                                                                                                                                                                                                                                        The article Tag

                                                                                                                                                                                                                                                                                                                                                                                                                        The header Tag

                                                                                                                                                                                                                                                                                                                                                                                                                        The Footer Tag

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML5 AUDIO AND VIDEO
                                                                                                                                                                                                                                                                                                                                                                                                                      • Supported Media Types

                                                                                                                                                                                                                                                                                                                                                                                                                        The audio Element

                                                                                                                                                                                                                                                                                                                                                                                                                        The video Element

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML5 FORMS
                                                                                                                                                                                                                                                                                                                                                                                                                      • New Input Types

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML5 NEW FORM ATTRIBUTES
                                                                                                                                                                                                                                                                                                                                                                                                                      • autocomplete

                                                                                                                                                                                                                                                                                                                                                                                                                        novalidate

                                                                                                                                                                                                                                                                                                                                                                                                                    • HTML5 NEW FORM FIELD ATTRIBUTES
                                                                                                                                                                                                                                                                                                                                                                                                                      • required

                                                                                                                                                                                                                                                                                                                                                                                                                        placeholder

                                                                                                                                                                                                                                                                                                                                                                                                                        autofocus

                                                                                                                                                                                                                                                                                                                                                                                                                        autocomplete

                                                                                                                                                                                                                                                                                                                                                                                                                        form

                                                                                                                                                                                                                                                                                                                                                                                                                        pattern

                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction of CSS
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Syntax
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Comments
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Type
                                                                                                                                                                                                                                                                                                                                                                                                                      • Inline

                                                                                                                                                                                                                                                                                                                                                                                                                        Internal

                                                                                                                                                                                                                                                                                                                                                                                                                        External

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Selector
                                                                                                                                                                                                                                                                                                                                                                                                                      • ID

                                                                                                                                                                                                                                                                                                                                                                                                                        Class

                                                                                                                                                                                                                                                                                                                                                                                                                        Attribute

                                                                                                                                                                                                                                                                                                                                                                                                                        Grouping

                                                                                                                                                                                                                                                                                                                                                                                                                        Universal

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Color
                                                                                                                                                                                                                                                                                                                                                                                                                      • RGB Value

                                                                                                                                                                                                                                                                                                                                                                                                                        Hex Value

                                                                                                                                                                                                                                                                                                                                                                                                                        Color Name

                                                                                                                                                                                                                                                                                                                                                                                                                    • Background
                                                                                                                                                                                                                                                                                                                                                                                                                      • background-color

                                                                                                                                                                                                                                                                                                                                                                                                                        background-repeat

                                                                                                                                                                                                                                                                                                                                                                                                                        background-attachement

                                                                                                                                                                                                                                                                                                                                                                                                                        background position

                                                                                                                                                                                                                                                                                                                                                                                                                        background-size

                                                                                                                                                                                                                                                                                                                                                                                                                        background-image

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Margin
                                                                                                                                                                                                                                                                                                                                                                                                                      • Margin-top

                                                                                                                                                                                                                                                                                                                                                                                                                        Margin-bottom

                                                                                                                                                                                                                                                                                                                                                                                                                        Margin-left

                                                                                                                                                                                                                                                                                                                                                                                                                        Margin-Right

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Padding
                                                                                                                                                                                                                                                                                                                                                                                                                      • Padding -top

                                                                                                                                                                                                                                                                                                                                                                                                                        Padding -bottom

                                                                                                                                                                                                                                                                                                                                                                                                                        Padding -left

                                                                                                                                                                                                                                                                                                                                                                                                                        Padding –Right

                                                                                                                                                                                                                                                                                                                                                                                                                    • Outline
                                                                                                                                                                                                                                                                                                                                                                                                                      • Outline-Style

                                                                                                                                                                                                                                                                                                                                                                                                                        Outline-color

                                                                                                                                                                                                                                                                                                                                                                                                                        Outline Width

                                                                                                                                                                                                                                                                                                                                                                                                                        Outline-Offset

                                                                                                                                                                                                                                                                                                                                                                                                                        Outline Shorthand Property

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Height and Width
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Display properties
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Position Properties
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Overflow
                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Float and Clear
                                                                                                                                                                                                                                                                                                                                                                                                                    • Pseudo Class and Element
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                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to CSS 3
                                                                                                                                                                                                                                                                                                                                                                                                                      • Border

                                                                                                                                                                                                                                                                                                                                                                                                                        border-radius

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Shadows
                                                                                                                                                                                                                                                                                                                                                                                                                      • Text-shadow

                                                                                                                                                                                                                                                                                                                                                                                                                        Box-shadow

                                                                                                                                                                                                                                                                                                                                                                                                                    • Transitions
                                                                                                                                                                                                                                                                                                                                                                                                                      • transition

                                                                                                                                                                                                                                                                                                                                                                                                                        transition - delay

                                                                                                                                                                                                                                                                                                                                                                                                                        transition - duration

                                                                                                                                                                                                                                                                                                                                                                                                                        transition - property

                                                                                                                                                                                                                                                                                                                                                                                                                    • 2D Transforms
                                                                                                                                                                                                                                                                                                                                                                                                                      • transform

                                                                                                                                                                                                                                                                                                                                                                                                                        matrix ()

                                                                                                                                                                                                                                                                                                                                                                                                                        translate (x,y)

                                                                                                                                                                                                                                                                                                                                                                                                                        scale(x,y)

                                                                                                                                                                                                                                                                                                                                                                                                                        rotate(angle)

                                                                                                                                                                                                                                                                                                                                                                                                                        Skew (x - angle, y-angle)

                                                                                                                                                                                                                                                                                                                                                                                                                    • Animations
                                                                                                                                                                                                                                                                                                                                                                                                                      • @keyframes

                                                                                                                                                                                                                                                                                                                                                                                                                        animation

                                                                                                                                                                                                                                                                                                                                                                                                                        animation-direction

                                                                                                                                                                                                                                                                                                                                                                                                                        animation-duration

                                                                                                                                                                                                                                                                                                                                                                                                                        animation-name

                                                                                                                                                                                                                                                                                                                                                                                                                    • Selectors
                                                                                                                                                                                                                                                                                                                                                                                                                      • CSS combinations

                                                                                                                                                                                                                                                                                                                                                                                                                        Pseudo Elements

                                                                                                                                                                                                                                                                                                                                                                                                                    • Gradients
                                                                                                                                                                                                                                                                                                                                                                                                                      • Linear Gradients

                                                                                                                                                                                                                                                                                                                                                                                                                        Radial Gradients

                                                                                                                                                                                                                                                                                                                                                                                                                    • User Interface
                                                                                                                                                                                                                                                                                                                                                                                                                      • resize

                                                                                                                                                                                                                                                                                                                                                                                                                        box-sizing

                                                                                                                                                                                                                                                                                                                                                                                                                        outline-offset

                                                                                                                                                                                                                                                                                                                                                                                                                    • CSS Filters
                                                                                                                                                                                                                                                                                                                                                                                                                      • Blur

                                                                                                                                                                                                                                                                                                                                                                                                                        Opacity

                                                                                                                                                                                                                                                                                                                                                                                                                    • Media Query
                                                                                                                                                                                                                                                                                                                                                                                                                      • What is Responsive Web Design

                                                                                                                                                                                                                                                                                                                                                                                                                        Intro to the Viewport

                                                                                                                                                                                                                                                                                                                                                                                                                        The Viewport Tag

                                                                                                                                                                                                                                                                                                                                                                                                                        Media Queries

                                                                                                                                                                                                                                                                                                                                                                                                                        Tablet Styles

                                                                                                                                                                                                                                                                                                                                                                                                                        Mobile Styles

                                                                                                                                                                                                                                                                                                                                                                                                                        Making a Mobile Drop-down Menu

                                                                                                                                                                                                                                                                                                                                                                                                                    • Web Fonts
                                                                                                                                                                                                                                                                                                                                                                                                                      • @font-face

                                                                                                                                                                                                                                                                                                                                                                                                                        font- family

                                                                                                                                                                                                                                                                                                                                                                                                                        src

                                                                                                                                                                                                                                                                                                                                                                                                                        font-stretch

                                                                                                                                                                                                                                                                                                                                                                                                                        font-Style

                                                                                                                                                                                                                                                                                                                                                                                                                        font-weight

                                                                                                                                                                                                                                                                                                                                                                                                                    • Flexbox
                                                                                                                                                                                                                                                                                                                                                                                                                      • flex - grow

                                                                                                                                                                                                                                                                                                                                                                                                                        flex - shrink

                                                                                                                                                                                                                                                                                                                                                                                                                        flex - basis

                                                                                                                                                                                                                                                                                                                                                                                                                        flex

                                                                                                                                                                                                                                                                                                                                                                                                                        flex - wrap

                                                                                                                                                                                                                                                                                                                                                                                                                        flex - direction

                                                                                                                                                                                                                                                                                                                                                                                                                        flex - flow

                                                                                                                                                                                                                                                                                                                                                                                                                        justify - content

                                                                                                                                                                                                                                                                                                                                                                                                                        align-items

                                                                                                                                                                                                                                                                                                                                                                                                                        order

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                                                                                                                                                                                                                                                                                                                                                                                                                    Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                    Django Framework Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                    30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                    • 1 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                    • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                    • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                    • Croma Campus's Django course helps you gain expertise in Django REST framework, Django Models, Django AJAX, Django jQuery etc. You'll master Django web framework while working on real-time use cases and receive Django certification at the end of the course.
                                                                                                                                                                                                                                                                                                                                                                                                                    • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                      • Django Web Framework

                                                                                                                                                                                                                                                                                                                                                                                                                        Getting Started with Django

                                                                                                                                                                                                                                                                                                                                                                                                                        Create an Application

                                                                                                                                                                                                                                                                                                                                                                                                                        Django - URL Mapping

                                                                                                                                                                                                                                                                                                                                                                                                                        Django Template Language (DTL)

                                                                                                                                                                                                                                                                                                                                                                                                                        Django – Models

                                                                                                                                                                                                                                                                                                                                                                                                                        Django – Sending E-mails

                                                                                                                                                                                                                                                                                                                                                                                                                        Django – Form Processing/le handling/cooking handling

                                                                                                                                                                                                                                                                                                                                                                                                                        Django Admin

                                                                                                                                                                                                                                                                                                                                                                                                                        Django API (Application Program Interface)

                                                                                                                                                                                                                                                                                                                                                                                                                        Static les

                                                                                                                                                                                                                                                                                                                                                                                                                        Placement Guide

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                                                                                                                                                                                                                                                                                                                                                                                                                    • Django Web Framework
                                                                                                                                                                                                                                                                                                                                                                                                                      • What is a Framework

                                                                                                                                                                                                                                                                                                                                                                                                                        Introduction to Django

                                                                                                                                                                                                                                                                                                                                                                                                                        Django – Design Philosophies

                                                                                                                                                                                                                                                                                                                                                                                                                        History of Django

                                                                                                                                                                                                                                                                                                                                                                                                                        Why Django and Features

                                                                                                                                                                                                                                                                                                                                                                                                                        Environment setup

                                                                                                                                                                                                                                                                                                                                                                                                                        Web Server

                                                                                                                                                                                                                                                                                                                                                                                                                        MVC Pattern

                                                                                                                                                                                                                                                                                                                                                                                                                        MVC Architecture vs MVT Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                        Django MVC – MVT Pattern

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                                                                                                                                                                                                                                                                                                                                                                                                                    • Getting Started with Django
                                                                                                                                                                                                                                                                                                                                                                                                                      • Creating the rst Project

                                                                                                                                                                                                                                                                                                                                                                                                                        Integrating the Project to sublime text

                                                                                                                                                                                                                                                                                                                                                                                                                        The Project Structure

                                                                                                                                                                                                                                                                                                                                                                                                                        Running the server

                                                                                                                                                                                                                                                                                                                                                                                                                        Solving the issues and Migrations

                                                                                                                                                                                                                                                                                                                                                                                                                        Database Setup

                                                                                                                                                                                                                                                                                                                                                                                                                        Setting Up Your Project.

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                                                                                                                                                                                                                                                                                                                                                                                                                    • Create an Application
                                                                                                                                                                                                                                                                                                                                                                                                                      • What Django Follows

                                                                                                                                                                                                                                                                                                                                                                                                                        Structure of Django framework

                                                                                                                                                                                                                                                                                                                                                                                                                        Model Layer

                                                                                                                                                                                                                                                                                                                                                                                                                        What are models

                                                                                                                                                                                                                                                                                                                                                                                                                        Model elds

                                                                                                                                                                                                                                                                                                                                                                                                                        Query sets

                                                                                                                                                                                                                                                                                                                                                                                                                        Django – Admin Interface

                                                                                                                                                                                                                                                                                                                                                                                                                        Starting the Admin Interface

                                                                                                                                                                                                                                                                                                                                                                                                                        Migrations

                                                                                                                                                                                                                                                                                                                                                                                                                        Views Layer

                                                                                                                                                                                                                                                                                                                                                                                                                        Simple View

                                                                                                                                                                                                                                                                                                                                                                                                                        Basic view (displaying hello world)

                                                                                                                                                                                                                                                                                                                                                                                                                        Functional views, class based views

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                                                                                                                                                                                                                                                                                                                                                                                                                    • Django - URL Mapping
                                                                                                                                                                                                                                                                                                                                                                                                                      • Organizing Your URLs

                                                                                                                                                                                                                                                                                                                                                                                                                        Role of URLs in Django

                                                                                                                                                                                                                                                                                                                                                                                                                        Working URLs

                                                                                                                                                                                                                                                                                                                                                                                                                        Forms

                                                                                                                                                                                                                                                                                                                                                                                                                        Sending Parameters to Views

                                                                                                                                                                                                                                                                                                                                                                                                                        Templates layer

                                                                                                                                                                                                                                                                                                                                                                                                                        The Render Function

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                                                                                                                                                                                                                                                                                                                                                                                                                    Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                    Python for Data Science Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                    30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                    • 2 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                    • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                    • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                    • Python has been a favourite option for Data Scientists who use it for building and using Machine Learning Applications and other Scientific Computations. Python cuts development time in half with its simple to read syntax and easy compilation feature. Debugging programs is a breeze in Python with its built in debugger.
                                                                                                                                                                                                                                                                                                                                                                                                                    • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Training

                                                                                                                                                                                                                                                                                                                                                                                                                        Data Analysis and Visualization using Pandas.

                                                                                                                                                                                                                                                                                                                                                                                                                        Data Analysis and Visualization using NumPy and MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                        Introduction to Data Visualization with Seaborn

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                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction To Python
                                                                                                                                                                                                                                                                                                                                                                                                                      • Installation and Working with Python

                                                                                                                                                                                                                                                                                                                                                                                                                        Understanding Python variables

                                                                                                                                                                                                                                                                                                                                                                                                                        Python basic Operators

                                                                                                                                                                                                                                                                                                                                                                                                                        Understanding the Python blocks.

                                                                                                                                                                                                                                                                                                                                                                                                                    • Python Keyword and Identiers
                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Keyword and Identiers

                                                                                                                                                                                                                                                                                                                                                                                                                        Python Comments, Multiline Comments.

                                                                                                                                                                                                                                                                                                                                                                                                                        Python Indentation

                                                                                                                                                                                                                                                                                                                                                                                                                        Understating the concepts of Operators

                                                                                                                                                                                                                                                                                                                                                                                                                        • Arithmetic
                                                                                                                                                                                                                                                                                                                                                                                                                          • Relational
                                                                                                                                                                                                                                                                                                                                                                                                                            • Logical
                                                                                                                                                                                                                                                                                                                                                                                                                              • Assignment
                                                                                                                                                                                                                                                                                                                                                                                                                                • Membership
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Identity
                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction To Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Variables, expression condition and function

                                                                                                                                                                                                                                                                                                                                                                                                                                    Global and Local Variables in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Packing and Unpacking Arguments

                                                                                                                                                                                                                                                                                                                                                                                                                                    Type Casting in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Byte objects vs. string in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Variable Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Data Type
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Declaring and using Numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                    Using string data type and string operations

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding Non-numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding the concept of Casting and Boolean.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Strings

                                                                                                                                                                                                                                                                                                                                                                                                                                    List

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuples

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dictionary

                                                                                                                                                                                                                                                                                                                                                                                                                                    Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                • Control Structure & Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Statements – if, else, elif

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to use nested IF and Else in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Loops

                                                                                                                                                                                                                                                                                                                                                                                                                                    Loops and Control Statements.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Jumping Statements – Break, Continue, pass

                                                                                                                                                                                                                                                                                                                                                                                                                                    Looping techniques in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to use Range function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                    Programs for printing Patterns in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to use if and else with Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                    Use of Switch Function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                    Elegant way of Python Iteration

                                                                                                                                                                                                                                                                                                                                                                                                                                    Generator in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to use nested Loop in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Use If and Else in for and While Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                    Examples of Looping with Break and Continue Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to use IN or NOT IN keyword in Python Loop.

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Function, Modules and Packages
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Python Syntax

                                                                                                                                                                                                                                                                                                                                                                                                                                    Function Call

                                                                                                                                                                                                                                                                                                                                                                                                                                    Return Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                    Arguments in a function – Required, Default, Positional, Variable-length

                                                                                                                                                                                                                                                                                                                                                                                                                                    Write an Empty Function in Python –pass statement.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Lamda/ Anonymous Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    *args and **kwargs

                                                                                                                                                                                                                                                                                                                                                                                                                                    Help function in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Scope and Life Time of Variable in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    Nested Loop in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    Recursive Function and Its Advantage and Disadvantage

                                                                                                                                                                                                                                                                                                                                                                                                                                    Organizing python codes using functions

                                                                                                                                                                                                                                                                                                                                                                                                                                    Organizing python projects into modules

                                                                                                                                                                                                                                                                                                                                                                                                                                    Importing own module as well as external modules

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding Packages

                                                                                                                                                                                                                                                                                                                                                                                                                                    Random functions in python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Programming using functions, modules & external packages

                                                                                                                                                                                                                                                                                                                                                                                                                                    Map, Filter and Reduce function with Lambda Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Date Time and Calendar
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Day, Month, Year, Today, Weekday

                                                                                                                                                                                                                                                                                                                                                                                                                                    IsoWeek day

                                                                                                                                                                                                                                                                                                                                                                                                                                    Date Time

                                                                                                                                                                                                                                                                                                                                                                                                                                    Time, Hour, Minute, Sec, Microsec

                                                                                                                                                                                                                                                                                                                                                                                                                                    Time Delta and UTC

                                                                                                                                                                                                                                                                                                                                                                                                                                    StrfTime, Now

                                                                                                                                                                                                                                                                                                                                                                                                                                    Time stamp and Date Format

                                                                                                                                                                                                                                                                                                                                                                                                                                    Month Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                    Itermonthdates

                                                                                                                                                                                                                                                                                                                                                                                                                                    Lots of Example on Python Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                    Create 12-month Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                    Strftime

                                                                                                                                                                                                                                                                                                                                                                                                                                    Strptime

                                                                                                                                                                                                                                                                                                                                                                                                                                    Format Code list of Data, Time and Cal

                                                                                                                                                                                                                                                                                                                                                                                                                                    Locale’s appropriate date and time

                                                                                                                                                                                                                                                                                                                                                                                                                                • List
                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is List.

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Length

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Append

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Insert

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Remove

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Append & Extend using “+” and Keyword

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Delete

                                                                                                                                                                                                                                                                                                                                                                                                                                    List related Keyword in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Revers

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                    List having Multiple Reference

                                                                                                                                                                                                                                                                                                                                                                                                                                    String Split to create a List

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Indexing

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Slicing

                                                                                                                                                                                                                                                                                                                                                                                                                                    List count and Looping

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Comprehension and Nested Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                • Tuple
                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuple Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Accessing Elements in Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing a Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuple Deletion

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuple Count

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuple Index

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tuple Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                    TupleBuilt in Function (Length, Sort)

                                                                                                                                                                                                                                                                                                                                                                                                                                • Dictionary
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Dict Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Access (Accessing Dict Values)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Get Method

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Add or Modify Elements

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Copy

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict From Keys.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Items

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Keys (Updating, Removing and Iterating)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Values

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                    Default Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                    Ordered Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                    Looping Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                    Dict useful methods (Pop, Pop Item, Str , Update etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                • Sets
                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                    Frozen Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                • Strings
                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                    PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Exception Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Python Errors and Built-in-Exceptions

                                                                                                                                                                                                                                                                                                                                                                                                                                    Exception handing Try, Except and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                    Catching Exceptions in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Catching Specic Exception in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Raising Exception

                                                                                                                                                                                                                                                                                                                                                                                                                                    Try and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python File Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Opening a File

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python File Modes

                                                                                                                                                                                                                                                                                                                                                                                                                                    Closing File

                                                                                                                                                                                                                                                                                                                                                                                                                                    Writing to a File

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading from a File

                                                                                                                                                                                                                                                                                                                                                                                                                                    Renaming and Deleting Files in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python Directory and File Management

                                                                                                                                                                                                                                                                                                                                                                                                                                    List Directories and Files

                                                                                                                                                                                                                                                                                                                                                                                                                                    Making New Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Database Interaction
                                                                                                                                                                                                                                                                                                                                                                                                                                  • SQL Database connection using

                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating and searching tables

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading and Storing cong information on database

                                                                                                                                                                                                                                                                                                                                                                                                                                    Programming using database connections

                                                                                                                                                                                                                                                                                                                                                                                                                                • Contacting user Through Emails Using Python
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Installing SMTP Python Module

                                                                                                                                                                                                                                                                                                                                                                                                                                    Sending Email

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading from le and sending emails to all users

                                                                                                                                                                                                                                                                                                                                                                                                                                • Reading an excel
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Working With Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading an excel le using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Writing to an excel sheet using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python| Reading an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python | Writing an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adjusting Rows and Column using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    ArithmeticOperation in Excel le.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Play with Workbook, Sheets and Cells in Excel using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating and Removing Sheets

                                                                                                                                                                                                                                                                                                                                                                                                                                    Formatting the Excel File Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                • Complete Understanding of OS Module of Python
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Check Dirs. (exist or not)

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to split path and extension

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to get user prole detail

                                                                                                                                                                                                                                                                                                                                                                                                                                    Get the path of Desktop, Documents, Downloads etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Handle the File System Organization using OS

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to get any les and folder’s details using OS

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                                                                                                                                                                                                                                                                                                                                                                                                                                • Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Numerical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Mean

                                                                                                                                                                                                                                                                                                                                                                                                                                    Median

                                                                                                                                                                                                                                                                                                                                                                                                                                    Mode

                                                                                                                                                                                                                                                                                                                                                                                                                                    Outliers

                                                                                                                                                                                                                                                                                                                                                                                                                                    Range

                                                                                                                                                                                                                                                                                                                                                                                                                                    Interquartile range

                                                                                                                                                                                                                                                                                                                                                                                                                                    Correlation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Standard Deviation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Variance

                                                                                                                                                                                                                                                                                                                                                                                                                                    Box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                • Pandas
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Read data from Excel File using Pandas More Plotting, Date Time Indexing and writing to les

                                                                                                                                                                                                                                                                                                                                                                                                                                    How to get record specic records Using Pandas Adding & Resetting Columns, Mapping with function

                                                                                                                                                                                                                                                                                                                                                                                                                                    Using the Excel File class to read multiple sheets More Mapping, Filling

                                                                                                                                                                                                                                                                                                                                                                                                                                    Nonvalue’s

                                                                                                                                                                                                                                                                                                                                                                                                                                    Exploring the Data Plotting, Correlations, and Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                    Getting statistical information about the data Analysis Concepts, Handle the None Values

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading les with no header and skipping records Cumulative Sums and Value Counts, Ranking etc

                                                                                                                                                                                                                                                                                                                                                                                                                                    Reading a subset of columns Data Maintenance, Adding/Removing Cols and Rows

                                                                                                                                                                                                                                                                                                                                                                                                                                    Applying formulas on the columns Basic Grouping, Concepts of Aggre

                                                                                                                                                                                                                                                                                                                                                                                                                                    gate Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    Complete Understanding of Pivot Table Data Slicing using iLoc and Loc property (Setting Indices)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Under sting the Properties of Pivot Table in Pandas Advanced Reading

                                                                                                                                                                                                                                                                                                                                                                                                                                    CSVs/HTML, Binning, Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Exporting the results to Excel Joins:

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python | Pandas Data Frame Inner Join

                                                                                                                                                                                                                                                                                                                                                                                                                                    Under sting the properties of Data Frame Left Join (Left Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Indexing and Selecting Data with Pandas Right Join (Right Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Pandas | Merging, Joining and Concatenating Full Join (Full Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                    Pandas | Find Missing Data and Fill and Drop NA Appending DataFrame and Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Pandas | How to Group Data How to apply Lambda / Function on Data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Frame

                                                                                                                                                                                                                                                                                                                                                                                                                                    Other Very Useful concepts of Pandas in Python Data Time Property in Pandas (More and More)

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                                                                                                                                                                                                                                                                                                                                                                                                                                • NumPy
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to NumPy: Numerical Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Importing NumPy and Its Properties

                                                                                                                                                                                                                                                                                                                                                                                                                                    NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                    Operations an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                    Operations with NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                    Two-Dimensional Array

                                                                                                                                                                                                                                                                                                                                                                                                                                    Selecting Elements from 1-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                    Selecting Elements from 2-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                    Logical Operation with Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                    Indexing NumPy elements using conditionals

                                                                                                                                                                                                                                                                                                                                                                                                                                    NumPy’s Mean and Axis

                                                                                                                                                                                                                                                                                                                                                                                                                                    NumPy’s Mode, Median and Sum Function

                                                                                                                                                                                                                                                                                                                                                                                                                                    NumPy’s Sort Function and More

                                                                                                                                                                                                                                                                                                                                                                                                                                • MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Bar Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Column Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Pie Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Area Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Scatter Plot Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Play with Charts Properties Using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Export the Chart as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding plt. subplots () notation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Legend Alignment of Chart using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Create Charts as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                    Other Useful Properties of Charts.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Complete Understanding of Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                    Plotting Different Charts, Labels, and Labels Alignment etc.

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                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Seaborn
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                    Making a scatter plot with lists

                                                                                                                                                                                                                                                                                                                                                                                                                                    Making a count plot with a list

                                                                                                                                                                                                                                                                                                                                                                                                                                    Using Pandas with seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                    Tidy vs Untidy data

                                                                                                                                                                                                                                                                                                                                                                                                                                    Making a count plot with a Dataframe

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding a third variable with hue

                                                                                                                                                                                                                                                                                                                                                                                                                                    Hue and scattera plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Hue and count plots

                                                                                                                                                                                                                                                                                                                                                                                                                                • Visualizing Two Quantitative Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to relational plots and subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating subplots with col and row

                                                                                                                                                                                                                                                                                                                                                                                                                                    Customizing scatters plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing the size of scatter plot points

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing the style of scatter plot points

                                                                                                                                                                                                                                                                                                                                                                                                                                    Introduction to line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Interpreting line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Visualizing standard deviation with line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Plotting subgroups in line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                • Visualizing a Categorical and a Quantitative Variable
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Current plots and bar plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Count plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Bar plot with percentages

                                                                                                                                                                                                                                                                                                                                                                                                                                    Customizing bar plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Box plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Create and interpret a box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                    Omitting outliers

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adjusting the whisk

                                                                                                                                                                                                                                                                                                                                                                                                                                    Point plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Customizing points plots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Point plot with subgroups

                                                                                                                                                                                                                                                                                                                                                                                                                                • Customizing Seaborn Plots
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Changing plot style and colour

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing style and palette

                                                                                                                                                                                                                                                                                                                                                                                                                                    Changing the scale

                                                                                                                                                                                                                                                                                                                                                                                                                                    Using a custom palette

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding titles and labels: Part 1

                                                                                                                                                                                                                                                                                                                                                                                                                                    Face Grids vs. Axes Subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding a title to a face Grid object

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding title and labels: Part 2

                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding a title and axis labels

                                                                                                                                                                                                                                                                                                                                                                                                                                    Rotating x-tics labels

                                                                                                                                                                                                                                                                                                                                                                                                                                    Putting it all together

                                                                                                                                                                                                                                                                                                                                                                                                                                    Box plot with subgroups

                                                                                                                                                                                                                                                                                                                                                                                                                                    Bar plot with subgroups and subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                    Well done! What’s next

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                                                                                                                                                                                                                                                                                                                                                                                                                                Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                Machine Learning with Python Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                                30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                • 3 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                • Machine learning is important because it gives enterprises a view of trends in ustomer behavior and business operational patterns, as well as supports the development of new products. Many of today's leading companies, such as Facebook, Google and Uber, make machine learning a central part of their operations
                                                                                                                                                                                                                                                                                                                                                                                                                                • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Python Training Curriculum

                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Analysis and Visualization using Pandas.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Analysis and Visualization using NumPy and MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                    Introduction to Data Visualization with Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                    Machine Learning

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                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction To Python
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Installation and Working with Python

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding Python variables

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python basic Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding the Python blocks.

                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Keyword and Identiers
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Python Keyword and Identiers

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python Comments, Multiline Comments.

                                                                                                                                                                                                                                                                                                                                                                                                                                    Python Indentation

                                                                                                                                                                                                                                                                                                                                                                                                                                    Understating the concepts of Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                    • Arithmetic
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Relational
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Logical
                                                                                                                                                                                                                                                                                                                                                                                                                                          • Assignment
                                                                                                                                                                                                                                                                                                                                                                                                                                            • Membership
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Identity
                                                                                                                                                                                                                                                                                                                                                                                                                                            • Introduction To Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Variables, expression condition and function

                                                                                                                                                                                                                                                                                                                                                                                                                                                Global and Local Variables in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                Packing and Unpacking Arguments

                                                                                                                                                                                                                                                                                                                                                                                                                                                Type Casting in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                Byte objects vs. string in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                Variable Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python Data Type
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Declaring and using Numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                Using string data type and string operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                Understanding Non-numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                Understanding the concept of Casting and Boolean.

                                                                                                                                                                                                                                                                                                                                                                                                                                                • Strings
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • List
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tuples
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Dictionary
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sets
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Control Structure & Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Statements – if, else, elif

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to use nested IF and Else in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Loops

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Loops and Control Statements.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Jumping Statements – Break, Continue, pass

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Looping techniques in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to use Range function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Programs for printing Patterns in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to use if and else with Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Use of Switch Function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Elegant way of Python Iteration

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Generator in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to use nested Loop in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Use If and Else in for and While Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Examples of Looping with Break and Continue Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to use IN or NOT IN keyword in Python Loop.

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Function, Modules and Packages
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python Syntax

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Function Call

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Return Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Arguments in a function – Required, Default, Positional, Variable-length

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Write an Empty Function in Python –pass statement.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Lamda/ Anonymous Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          *args and **kwargs

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Help function in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Scope and Life Time of Variable in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Nested Loop in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Recursive Function and Its Advantage and Disadvantage

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Organizing python codes using functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Organizing python projects into modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Importing own module as well as external modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Understanding Packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Random functions in python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Programming using functions, modules & external packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Map, Filter and Reduce function with Lambda Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Date Time and Calendar
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Day, Month, Year, Today, Weekday

                                                                                                                                                                                                                                                                                                                                                                                                                                                          IsoWeek day

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Date Time

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Time, Hour, Minute, Sec, Microsec

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Time Delta and UTC

                                                                                                                                                                                                                                                                                                                                                                                                                                                          StrfTime, Now

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Time stamp and Date Format

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Month Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Itermonthdates

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Lots of Example on Python Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Create 12-month Calendar

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Strftime

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Strptime

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Format Code list of Data, Time and Cal

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Locale’s appropriate date and time

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • List
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is List.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Length

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Append

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Insert

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Remove

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Append & Extend using “+” and Keyword

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Delete

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List related Keyword in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Revers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List having Multiple Reference

                                                                                                                                                                                                                                                                                                                                                                                                                                                          String Split to create a List

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Indexing

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Slicing

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List count and Looping

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Comprehension and Nested Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tuple
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tuple Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Accessing Elements in Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing a Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tuple Deletion

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tuple Count

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tuple Index

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tuple Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                                          TupleBuilt in Function (Length, Sort)

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Dictionary
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Dict Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Access (Accessing Dict Values)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Get Method

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Add or Modify Elements

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Copy

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict From Keys.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Items

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Keys (Updating, Removing and Iterating)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Default Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Ordered Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Looping Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Dict useful methods (Pop, Pop Item, Str , Update etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Sets
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Frozen Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Strings
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                          PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Exception Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python Errors and Built-in-Exceptions

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Exception handing Try, Except and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Catching Exceptions in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Catching Specic Exception in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Raising Exception

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Try and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python File Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Opening a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python File Modes

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Closing File

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Writing to a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading from a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Renaming and Deleting Files in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python Directory and File Management

                                                                                                                                                                                                                                                                                                                                                                                                                                                          List Directories and Files

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Making New Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python Database Interaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SQL Database connection using

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Creating and searching tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading and Storing cong information on database

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Programming using database connections

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Contacting user Through Emails Using Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Installing SMTP Python Module

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Sending Email

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading from le and sending emails to all users

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Reading an excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Working With Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading an excel le using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Writing to an excel sheet using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python| Reading an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python | Writing an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adjusting Rows and Column using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          ArithmeticOperation in Excel le.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Play with Workbook, Sheets and Cells in Excel using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Creating and Removing Sheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Formatting the Excel File Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Complete Understanding of OS Module of Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Check Dirs. (exist or not)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to split path and extension

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to get user prole detail

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Get the path of Desktop, Documents, Downloads etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Handle the File System Organization using OS

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to get any les and folder’s details using OS

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Numerical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Mean

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Median

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Mode

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Outliers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Range

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Interquartile range

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Correlation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Standard Deviation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Variance

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Pandas
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Read data from Excel File using Pandas More Plotting, Date Time Indexing and writing to les

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How to get record specic records Using Pandas Adding & Resetting Columns, Mapping with function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Using the Excel File class to read multiple sheets More Mapping, Filling

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Nonvalue’s

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Exploring the Data Plotting, Correlations, and Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Getting statistical information about the data Analysis Concepts, Handle the None Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading les with no header and skipping records Cumulative Sums and Value Counts, Ranking etc

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading a subset of columns Data Maintenance, Adding/Removing Cols and Rows

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Applying formulas on the columns Basic Grouping, Concepts of Aggre

                                                                                                                                                                                                                                                                                                                                                                                                                                                          gate Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Complete Understanding of Pivot Table Data Slicing using iLoc and Loc property (Setting Indices)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Under sting the Properties of Pivot Table in Pandas Advanced Reading

                                                                                                                                                                                                                                                                                                                                                                                                                                                          CSVs/HTML, Binning, Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Exporting the results to Excel Joins:

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python | Pandas Data Frame Inner Join

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Under sting the properties of Data Frame Left Join (Left Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Indexing and Selecting Data with Pandas Right Join (Right Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pandas | Merging, Joining and Concatenating Full Join (Full Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pandas | Find Missing Data and Fill and Drop NA Appending DataFrame and Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pandas | How to Group Data How to apply Lambda / Function on Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Frame

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Other Very Useful concepts of Pandas in Python Data Time Property in Pandas (More and More)

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • NumPy
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to NumPy: Numerical Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Importing NumPy and Its Properties

                                                                                                                                                                                                                                                                                                                                                                                                                                                          NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Creating an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Operations an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Operations with NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Two-Dimensional Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Selecting Elements from 1-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Selecting Elements from 2-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Logical Operation with Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Indexing NumPy elements using conditionals

                                                                                                                                                                                                                                                                                                                                                                                                                                                          NumPy’s Mean and Axis

                                                                                                                                                                                                                                                                                                                                                                                                                                                          NumPy’s Mode, Median and Sum Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          NumPy’s Sort Function and More

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Bar Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Column Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pie Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Area Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Scatter Plot Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Play with Charts Properties Using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Export the Chart as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Understanding plt. subplots () notation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Legend Alignment of Chart using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Create Charts as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Other Useful Properties of Charts.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Complete Understanding of Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Plotting Different Charts, Labels, and Labels Alignment etc.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Seaborn
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Making a scatter plot with lists

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Making a count plot with a list

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Using Pandas with seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Tidy vs Untidy data

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Making a count plot with a Dataframe

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding a third variable with hue

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Hue and scattera plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Hue and count plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Visualizing Two Quantitative Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to relational plots and subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Creating subplots with col and row

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Customizing scatters plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing the size of scatter plot points

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing the style of scatter plot points

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Introduction to line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Interpreting line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Visualizing standard deviation with line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Plotting subgroups in line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Visualizing a Categorical and a Quantitative Variable
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Current plots and bar plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Count plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bar plot with percentages

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Customizing bar plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Box plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Create and interpret a box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Omitting outliers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adjusting the whisk

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Point plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Customizing points plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Point plot with subgroups

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Customizing Seaborn Plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Changing plot style and colour

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing style and palette

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Changing the scale

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Using a custom palette

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding titles and labels: Part 1

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Face Grids vs. Axes Subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding a title to a face Grid object

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding title and labels: Part 2

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding a title and axis labels

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Rotating x-tics labels

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Putting it all together

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Box plot with subgroups

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bar plot with subgroups and subplots

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Well done! What’s next

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                      Machine Learning Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                                                      30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • 2 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Machine learning is important because it gives enterprises a view of trends in ustomer behavior and business operational patterns, as well as supports the development of new products. Many of today's leading companies, such as Facebook, Google and Uber, make machine learning a central part of their operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Techniques of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Classification

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Unsupervised Learning: Clustering

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Distribution Clustering

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Articial Intelligence

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Machine Learning Algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Algorithmic models of Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Applications of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Large Scale Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Computational Learning theory

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reinforcement Learning

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Techniques of Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Supervised Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Unsupervised Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Semi-supervised and Reinforcement Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bias and variance Trade-off

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Representation Learning

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Regression and its Types

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Logistic Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Linear Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Polynomial Regression

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Meaning and Types of Classification

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Nearest Neighbor Classifiers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          K-nearest Neighbors

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Probability and Bayes Theorem

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Support Vector Machines

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Naive Bayes

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Decision Tree Classifier

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Random Forest Classifier

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                                                                                                                                                                                                                                                                                                                                                                                                                                                      Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                      Deep Learning Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                                                      30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • 2 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Text Mining and NLP
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Overview of Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Need of Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Natural Language Processing (NLP) in Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Applications of Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                          OS Module

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Reading, Writing to text and word files

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Setting the NLTK Environment

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Accessing the NLTK Corpora

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Extracting, Cleaning and Preprocessing Text
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Tokenization

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Frequency Distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Different Types of Tokenizers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bigrams, Trigrams & Ngrams

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Stemming

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Lemmatization

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Stopwords

                                                                                                                                                                                                                                                                                                                                                                                                                                                          POS Tagging

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Named Entity Recognition

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Analyzing Sentence Structure
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Syntax Trees

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Chunking

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Chinking

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Context Free Grammars (CFG)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Automating Text Paraphrasing

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Text Classification - I
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Machine Learning: Brush Up

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bag of Words

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Count Vectorizer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Term Frequency (TF)

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Inverse Document Frequency (IDF)

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Getting Started with TensorFlow 2.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to TensorFlow 2.x

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Installing TensorFlow 2.x

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Defining Sequence model layers

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Activation Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Layer Types

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Model Compilation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Model Optimizer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Model Loss Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Model Training

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Digit Classification using Simple Neural Network in TensorFlow 2.x

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Improving the model

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding Hidden Layer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding Dropout

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Using Adam Optimizer

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Curse of Dimensionality

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Machine Learning vs. Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Use cases of Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Human Brain vs. Neural Network

                                                                                                                                                                                                                                                                                                                                                                                                                                                          What is Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Learning Rate

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Epoch

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Batch Size

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Activation Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Single Layer Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Neural Networks
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is NN

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Types of NN

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Creation of simple neural network using tensorflow

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Convolution Neural Network
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Image Classification Example

                                                                                                                                                                                                                                                                                                                                                                                                                                                          What is Convolution

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Convolutional Layer Network

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Convolutional Layer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Filtering

                                                                                                                                                                                                                                                                                                                                                                                                                                                          ReLU Layer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pooling

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Data Flattening

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Fully Connected Layer

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Predicting a cat or a dog

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Saving and Loading a Model

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Face Detection using OpenCV

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Image Processing and Computer Vision
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to Vision

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Importance of Image Processing

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Processing Challenges – Interclass Variation, ViewPoint Variation, Illumination, Background Clutter, Occlusion & Number of Large Categories

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Introduction to Image – Image Transformation, Image Processing Operations & Simple Point Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Noise Reduction – Moving Average & 2D Moving Average

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Filtering – Linear & Gaussian Filtering

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Disadvantage of Correlation Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Introduction to Convolution

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Boundary Effects – Zero, Wrap, Clamp & Mirror

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Sharpening

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Template Matching

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Edge Detection – Image filtering, Origin of Edges, Edges in images as Functions, Sobel Edge Detector

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Effect of Noise

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Laplacian Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Smoothing with Gaussian

                                                                                                                                                                                                                                                                                                                                                                                                                                                          LOG Filter – Blob Detection

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Noise – Reduction using Salt & Pepper Noise using Gaussian Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Nonlinear Filters

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Bilateral Filters

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Canny Edge Detector - Non Maximum Suppression, Hysteresis Thresholding

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Sampling & Interpolation – Image Sub Sampling, Image Aliasing, Nyquist Limit, Wagon Wheel Effect, Down Sampling with Gaussian Filter, Image Pyramid, Image Up Sampling

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Image Interpolation – Nearest Neighbour Interpolation, Linear Interpolation, Bilinear Interpolation & Cubic Interpolation

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Introduction to the dnn module

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deep Learning Deployment Toolkit
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Use of DLDT with OpenCV4.0

                                                                                                                                                                                                                                                                                                                                                                                                                                                              OpenVINO Toolkit

                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Model Optimization of pre-trained models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Inference Engine and Deployment process
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                                Data Science Training Program
                                                                                                                                                                                                                                                                                                                                                                                                                                                                30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 5 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Understanding Concepts of Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creation of Excel Sheet Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Range Name, Format Painter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Conditional Formatting, Wrap Text, Merge & Centre

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sort, Filter, Advance Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Different type of Chart Creations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Auditing, (Trace Precedents, Trace Dependents)Print Area

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Validations, Consolidate, Subtotal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What if Analysis (Data Table, Goal Seek, Scenario)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Solver, Freeze Panes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Various Simple Functions in Excel(Sum, Average, Max, Min)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Real Life Assignment work

                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Ms Excel Advance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Advance Data Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Multi-level sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Restoring data to original order after performing sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sort by icons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sort by colours

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Lookup Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Lookup
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • VLookup
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • HLookup

                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Subtotal, Multi-Level Subtotal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Grouping Features

                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Column Wise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Row Wise

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Consolidation With Several Worksheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Auto Filter
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Advance Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Printing of Raw & Column Heading on Each Page

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Workbook Protection and Worksheet Protection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Specified Range Protection in Worksheet

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Excel Data Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Goal Seek
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Scenario Manager

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Data Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Advance use of Data Tables in Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Reporting and Information Representation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pivot Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Pivot Chat
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Slicer with Pivot Table & Chart

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Generating MIS Report In Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Advance Functions of Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Math & Trig Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Text Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Lookup & Reference Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Logical Functions & Date and Time Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Database Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Statistical Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Financial Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Functions for Calculation Depreciation

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Server Fundamentals
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Server 2019 Installation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Service Accounts & Use, Authentication Modes & Usage, Instance Congurations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SQL Server Features & Purpose

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Using Management Studio (SSMS)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Conguration Tools & SQLCMD

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Conventions & Collation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Server 2019 Database Design
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Database Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Database Creation using GUI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Database Creation using T-SQL scripts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  DB Design using Files and File Groups

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  File locations and Size parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Database Structure modications

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Tables in MS SQL Server
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Server Database Tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Table creation using T-SQL Scripts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Naming Conventions for Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Single Row and Multi-Row Inserts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Table Aliases

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Column Aliases & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Table creation using Schemas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Basic INSERT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  UPDATE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  DELETE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SELECT queries and Schemas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use of WHERE, IN and BETWEEN

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Variants of SELECT statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ORDER BY

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  GROUPING

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  HAVING

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ROWCOUNT and CUBE Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data Validation and Constraints
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Table creation using Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  NULL and IDENTITY properties

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  UNIQUE KEY Constraint and NOT NULL

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PRIMARY KEY Constraint & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  CHECK and DEFAULT Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Naming Composite Primary Keys

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Disabling Constraints & Other Options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Views and Row Data Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Benets of Views in SQL Database

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Views on Tables and Views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SCHEMA BINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Issues with Views and ALTER TABLE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Common System Views and Metadata

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Common Dynamic Management views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Working with JOINS inside views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Indexes and Query tuning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Need for Indexes & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Indexing Table & View Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Index SCAN and SEEK

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  INCLUDED Indexes & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Materializing Views (storage level)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Composite Indexed Columns & Keys

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Indexes and Table Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Primary Keys & Non-Clustered Indexes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Stored Procedures and Benets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Why to use Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Types of Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use of Variables and parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  INPUT and OUTPUT parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  System level Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dynamic SQL and parameterization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • System functions and Usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Scalar Valued Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Types of Table Valued Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  System Functions and usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Date Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Time Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  String and Operational Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ROW_COUNT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  GROUPING Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Triggers, cursors, memory limitations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Why to use Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  DML Triggers and Performance impact

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  INSERTED and DELETED memory tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Data Audit operations & Sampling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Database Triggers and Server Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Bulk Operations with Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Cursors and Memory Limitations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Cursor declaration and Life cycle

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  STATIC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  DYNAMIC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SCROLL Cursors

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  FORWARD_ONLY and LOCAL Cursors

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  KEYSET Cursors with Complex SPs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Transactions Management
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • ACID Properties and Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  EXPLICIT Transaction types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  IMPLICIT Transactions and options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  AUTOCOMMIT Transaction and usage

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction to Power BI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Overview of BI concepts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Why we need BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Introduction to SSBI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SSBI Tools

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Why Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  What is Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Building Blocks of Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Getting started with Power BI Desktop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Get Power BI Tools

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Introduction to Tools and Terminology

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dashboard in Minutes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Interacting with your Dashboards

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Sharing Dashboards and Reports

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Power BI Desktop
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Power BI Desktop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Extracting data from various sources

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Workspaces in Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Power BI Data Transformation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Transformation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Query Editor

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Connecting Power BI Desktop to our Data Sources

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Editing Rows

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Append Queries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Editing Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Replacing Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Formatting Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Pivoting and Unpivoting Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Splitting Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating a New Group for our Queries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Introducing the Star Schema

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Duplicating and Referencing Queries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating the Dimension Tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Entering Data Manually

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Merging Queries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Finishing the Dimension Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Introducing the another DimensionTable

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating an Index Column

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Duplicating Columns and Extracting Information

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating Conditional Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating the FACT Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Performing Basic Mathematical Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Improving Performance and Loading Data into the Data Model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Modelling with Power BI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Modelling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Modelling Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Manage Data Relationship

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Optimize Data Models

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Cardinality and Cross Filtering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Default Summarization & Sort by

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating Calculated Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating Measures & Quick Measures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data Analysis Expressions (DAX)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Data Types in DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Calculation Types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Syntax, Functions, Context Options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  DAX Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Date and Time

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Time Intelligence

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Information

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Logical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Mathematical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Statistical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Text and Aggregate

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Measures in DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Measures and Calculated Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ROW Context and Filter Context in DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Operators in DAX - Real-time Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quick Measures in DAX - Auto validations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  In-Memory Processing DAX Performance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Power BI Desktop Visualisations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • How to use Visual in Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  What Are Custom Visuals

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating Visualisations and Colour Formatting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Setting Sort Order

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Scatter & Bubble Charts & Play Axis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tooltips and Slicers, Timeline Slicers & Sync Slicers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Cross Filtering and Highlighting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Visual, Page and Report Level Filters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Drill Down/Up

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Hierarchies and Reference/Constant Lines

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tables, Matrices & Conditional Formatting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  KPI's, Cards & Gauges

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Map Visualizations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Custom Visuals

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Managing and Arranging

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Drill through and Custom Report Themes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Grouping and Binning and Selection Pane, Bookmarks & Buttons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Data Binding and Power BI Report Server

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction to Power BI Dashboard and Data Insights
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Why Dashboard and Dashboard vs Reports

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating Dashboards

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Conguring a Dashboard Dashboard Tiles, Pinning Tiles

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Power BI Q&A

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Quick Insights in Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Direct Connectivity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Custom Data Gateways

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Exploring live connections to data with Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Connecting directly to SQL Server

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Connectivity with CSV & Text Files

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Excel with Power BI Connect Excel to Power BI, Power BI Publisher for Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Content packs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Update content packs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Publishing and Sharing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction and Sharing Options Overview

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Publish from Power BI Desktop and Publish to Web

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Share Dashboard with Power BI Service

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Workspaces (Power BI Pro) and Content Packs (Power BI Pro)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Print or Save as PDF and Row Level Security (Power BI Pro)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Export Data from a Visualization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Export to PowerPoint and Sharing Options Summary

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Refreshing Datasets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Understanding Data Refresh

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Personal Gateway (Power BI Pro and 64-bit Windows)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Replacing a Dataset and Troubleshooting Refreshing

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction To Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Installation and Working with Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Python variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python basic Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding the Python blocks.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Keyword and Identiers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Comments, Multiline Comments.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python Indentation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understating the concepts of Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Arithmetic

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Relational

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Logical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Assignment

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Identity

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction To Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Variables, expression condition and function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Global and Local Variables in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Packing and Unpacking Arguments

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Type Casting in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Byte objects vs. string in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Variable Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Data Type
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Declaring and using Numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Using string data type and string operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Non-numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding the concept of Casting and Boolean.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Strings

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuples

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dictionary

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Control Structure & Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Statements - if, else, elif

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use nested IF and Else in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Loops

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Loops and Control Statements.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Jumping Statements - Break, Continue, pass

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Looping techniques in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use Range function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programs for printing Patterns in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use if and else with Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use of Switch Function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Elegant way of Python Iteration

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Generator in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use nested Loop in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use If and Else in for and While Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Examples of Looping with Break and Continue Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use IN or NOT IN keyword in Python Loop.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • List
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is List.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Length

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Append

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Insert

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Remove

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Append & Extend using "+" and Keyword

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Delete

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List related Keyword in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Reverse

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List having Multiple Reference

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  String Split to create a List

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Indexing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Slicing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List count and Looping

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Comprehension and Nested Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Tuple
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Accessing Elements in Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Changing a Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Deletion

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Count

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Index

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  TupleBuilt in Function (Length, Sort)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Dictionary
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Dict Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Access (Accessing Dict Values)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Get Method

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Add or Modify Elements

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Copy

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict From Keys.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Items

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Keys (Updating, Removing and Iterating)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Default Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Ordered Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Looping Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict useful methods (Pop, Pop Item, Str , Update etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Sets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Frozen Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Strings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Function, Modules and Packages
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Syntax

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Function Call

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Return Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Arguments in a function - Required, Default, Positional, Variable-length

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Write an Empty Function in Python -pass statement.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Lamda/ Anonymous Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  *args and **kwargs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Help function in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Scope and Life Time of Variable in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Nested Loop in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Recursive Function and Its Advantage and Disadvantage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Organizing python codes using functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Organizing python projects into modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Importing own module as well as external modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Random functions in python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programming using functions, modules & external packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Map, Filter and Reduce function with Lambda Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Decorator, Generator and Iterator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Creation and working of decorator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Idea and practical example of generator, use of generator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Concept and working of Iterator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Exception Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Errors and Built-in-Exceptions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Exception handing Try, Except and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Catching Exceptions in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Catching Specic Exception in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Raising Exception

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Try and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python File Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Opening a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python File Modes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Closing File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Writing to a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading from a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Renaming and Deleting Files in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python Directory and File Management

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Directories and Files

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Making New Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Changing Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Memory management using python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Threading, Multi-threading

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Memory management concept of python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  working of Multi tasking system

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Different os function with thread

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Database Interaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Database connection using

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating and searching tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading and Storing cong information on database

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programming using database connections

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Reading an excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Working With Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading an excel le using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Writing to an excel sheet using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python| Reading an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python | Writing an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Adjusting Rows and Column using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ArithmeticOperation in Excel le.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Play with Workbook, Sheets and Cells in Excel using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating and Removing Sheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Formatting the Excel File Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Complete Understanding of OS Module of Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Check Dirs. (exist or not)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to split path and extension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to get user prole detail

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Get the path of Desktop, Documents, Downloads etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Handle the File System Organization using OS

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to get any les and folder's details using OS

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction to Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Machine Learning Use-Cases

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Machine Learning Process Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Machine Learning Categories

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Time Series Analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Time Series Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Importance of TSA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Components of TSA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  White Noise

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  AR model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  MA model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ARMA model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ARIMA model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Stationarity

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ACF & PACF

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Statistical Foundations (Self-Paced)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Exploratory Data Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  EDA Techniques

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  EDA Classification

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Univariate Non-graphical EDA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Univariate Graphical EDA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Multivariate Non-graphical EDA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Multivariate Graphical EDA

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Heat Maps

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction to Text Mining and NLP
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Overview of Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Need of Text Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Natural Language Processing (NLP) in Text Mining

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Artificial Intelligence Training Program
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 9 Live Project
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction To Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Installation and Working with Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Python variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python basic Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding the Python blocks.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Keyword and Identiers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Comments, Multiline Comments.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python Indentation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understating the concepts of Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Arithmetic

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Relational

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Logical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Assignment

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Identity

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Introduction To Variables
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Variables, expression condition and function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Global and Local Variables in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Packing and Unpacking Arguments

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Type Casting in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Byte objects vs. string in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Variable Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Data Type
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Declaring and using Numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Using string data type and string operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Non-numeric data types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding the concept of Casting and Boolean.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Strings

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuples

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dictionary

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Control Structure & Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Statements – if, else, elif

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use nested IF and Else in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Loops

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Loops and Control Statements.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Jumping Statements – Break, Continue, pass

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Looping techniques in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use Range function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programs for printing Patterns in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use if and else with Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use of Switch Function in Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Elegant way of Python Iteration

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Generator in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use nested Loop in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Use If and Else in for and While Loop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Examples of Looping with Break and Continue Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to use IN or NOT IN keyword in Python Loop.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • List
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is List.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Length

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Append

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Insert

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Remove

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Append & Extend using “+” and Keyword

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Delete

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List related Keyword in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Reverse

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List having Multiple Reference

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  String Split to create a List

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Indexing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Slicing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List count and Looping

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Comprehension and Nested Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Tuple
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Accessing Elements in Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Changing a Tuple

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Deletion

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Count

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Index

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Tuple Membership

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  TupleBuilt in Function (Length, Sort)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Dictionary
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Dict Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Access (Accessing Dict Values)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Get Method

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Add or Modify Elements

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Copy

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict From Keys.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Items

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Keys (Updating, Removing and Iterating)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict Comprehension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Default Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Ordered Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Looping Dictionaries

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Dict useful methods (Pop, Pop Item, Str , Update etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Sets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Frozen Sets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Strings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Set Creation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Add element to a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Remove elements from a Set

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  PythonSet Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Function, Modules and Packages
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Syntax

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Function Call

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Return Statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Arguments in a function – Required, Default, Positional, Variable-length

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Write an Empty Function in Python –pass statement.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Lamda/ Anonymous Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  *args and **kwargs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Help function in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Scope and Life Time of Variable in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Nested Loop in Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Recursive Function and Its Advantage and Disadvantage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Organizing python codes using functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Organizing python projects into modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Importing own module as well as external modules

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Understanding Packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Random functions in python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programming using functions, modules & external packages

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Map, Filter and Reduce function with Lambda Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Decorator, Generator and Iterator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Creation and working of decorator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Idea and practical example of generator, use of generator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Concept and working of Iterator

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Exception Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python Errors and Built-in-Exceptions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Exception handing Try, Except and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Catching Exceptions in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Catching Specic Exception in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Raising Exception

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Try and Finally

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python File Handling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Opening a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python File Modes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Closing File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Writing to a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading from a File

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Renaming and Deleting Files in Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python Directory and File Management

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  List Directories and Files

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Making New Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Changing Directory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Memory management using python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Threading, Multi-threading

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Memory management concept of python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  working of Multi tasking system

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Different os function with thread

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Database Interaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Database connection using

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating and searching tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading and Storing cong information on database

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Programming using database connections

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Reading an excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Working With Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Reading an excel le using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Writing to an excel sheet using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python| Reading an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Python | Writing an excel le

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Adjusting Rows and Column using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ArithmeticOperation in Excel le.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Play with Workbook, Sheets and Cells in Excel using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Creating and Removing Sheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Formatting the Excel File Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  More example of Python Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Complete Understanding of OS Module of Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Check Dirs. (exist or not)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to split path and extension

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to get user prole detail

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Get the path of Desktop, Documents, Downloads etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Handle the File System Organization using OS

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  How to get any les and folder’s details using OS

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data Analysis and Visualization using Pandas.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Categorical Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Numerical Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Mean
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Median
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Mode
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Outliers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Range
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Interquartile range
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Correlation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Standard Deviation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Variance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Pandas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Read data from Excel File using Pandas More Plotting, Date Time Indexing and writing to les
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • How to get record specic records Using Pandas Adding & Resetting Columns, Mapping with function
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Using the Excel File class to read multiple sheets More Mapping, Filling Nonvalue’s
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Exploring the Data Plotting, Correlations, and Histograms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Getting statistical information about the data Analysis Concepts, Handle the None Values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Reading les with no header and skipping records Cumulative Sums and Value Counts, Ranking etc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Reading a subset of columns Data Maintenance, Adding/Removing Cols and Rows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Applying formulas on the columns Basic Grouping, Concepts of Aggre gate Function
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Complete Understanding of Pivot Table Data Slicing using iLoc and Loc property (Setting Indices)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Under sting the Properties of Pivot Table in Pandas Advanced Reading CSVs/HTML, Binning, Categorical Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Exporting the results to Excel Joins
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python | Pandas Data Frame Inner Join
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Under sting the properties of Data Frame Left Join (Left Outer Join)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Indexing and Selecting Data with Pandas Right Join (Right Outer Join)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Pandas | Merging, Joining and Concatenating Full Join (Full Outer Join)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Pandas | Find Missing Data and Fill and Drop NA Appending Data Frame and Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Pandas | How to Group Data How to apply Lambda / Function on Data Frame
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Other Very Useful concepts of Pandas in Python Data Time Property in Pandas (More and More)
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Introduction to Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Descriptive Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Sample vs Population Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Random variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Probability distribution functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Expected value

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Normal distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Gaussian distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Z-score

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Spread and Dispersion

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Correlation and Co-variance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • EDA (Exploratory Data Analysis)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Need for structured exploratory data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              EDA framework for exploring the data and identifying any problems with the data (Data Audit Report)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Identify missing data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Identify outliers’ data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Imbalanced Data Techniques

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Data Pre-Processing & Data Mining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Data Preparation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Feature Engineering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Feature Scaling, Feature Transformation and Dimensionality Reduction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Datasets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Dimensionality Reduction (PCA, ICA,LDA)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Anomaly Detection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Parameter Estimation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Data and Knowledge

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Selected Applications in Data Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Introduction to Predictive Modelling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Difference between Analysis and Analytics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Concept of model in analytics and how it is used

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Common terminology used in Analytics & Modelling process

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Popular Modelling algorithms, Data Analytics Life cycle

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Types of Business problems - Mapping of Techniques

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Server Fundamentals
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Server 2019 Installation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Service Accounts & Use, Authentication Modes & Usage, Instance Congurations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SQL Server Features & Purpose

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Using Management Studio (SSMS)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Conguration Tools & SQLCMD

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Conventions & Collation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Server 2019 Database Design
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Database Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Database Creation using GUI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Database Creation using T-SQL scripts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              DB Design using Files and File Groups

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              File locations and Size parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Database Structure modications

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Tables in MS SQL Server
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Server Database Tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Table creation using T-SQL Scripts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Naming Conventions for Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Single Row and Multi-Row Inserts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Table Aliases

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Column Aliases & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Table creation using Schemas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Basic INSERT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              UPDATE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              DELETE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SELECT queries and Schemas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Use of WHERE, IN and BETWEEN

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Variants of SELECT statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ORDER BY

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GROUPING

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              HAVING

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ROWCOUNT and CUBE Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Data Validation and Constraints
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Table creation using Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              NULL and IDENTITY properties

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              UNIQUE KEY Constraint and NOT NULL

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              PRIMARY KEY Constraint & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              CHECK and DEFAULT Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Naming Composite Primary Keys

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Disabling Constraints & Other Options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Views and Row Data Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Benets of Views in SQL Database

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Views on Tables and Views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SCHEMA BINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Issues with Views and ALTER TABLE

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Common System Views and Metadata

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Common Dynamic Management views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Working with JOINS inside views

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Indexes and Query tuning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Need for Indexes & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Indexing Table & View Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Index SCAN and SEEK

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              INCLUDED Indexes & Usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Materializing Views (storage level)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Composite Indexed Columns & Keys

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Indexes and Table Constraints

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Primary Keys & Non-Clustered Indexes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Stored Procedures and Benets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Why to use Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Types of Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Use of Variables and parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              INPUT and OUTPUT parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              System level Stored Procedures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Dynamic SQL and parameterization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • System functions and Usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Scalar Valued Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Types of Table Valued Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              System Functions and usage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Date Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Time Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              String and Operational Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ROW_COUNT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GROUPING Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Triggers, cursors, memory limitations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Why to use Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              DML Triggers and Performance impact

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              INSERTED and DELETED memory tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Data Audit operations & Sampling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Database Triggers and Server Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Bulk Operations with Triggers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Cursors and Memory Limitations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Cursor declaration and Life cycle

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              STATIC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              DYNAMIC

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              SCROLL Cursors

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              FORWARD_ONLY and LOCAL Cursors

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              KEYSET Cursors with Complex SPs

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Transactions Management
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • ACID Properties and Scope

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              EXPLICIT Transaction types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              IMPLICIT Transactions and options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Understanding Concepts of Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Creation of Excel Sheet Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Range Name, Format Painter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Conditional Formatting, Wrap Text, Merge & Centre

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Sort, Filter, Advance Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Different type of Chart Creations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Auditing, (Trace Precedents, Trace Dependents)Print Area

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Data Validations, Consolidate, Subtotal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              What if Analysis (Data Table, Goal Seek, Scenario)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Solver, Freeze Panes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Various Simple Functions in Excel(Sum, Average, Max, Min)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Real Life Assignment work

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Ms Excel Advance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Advance Data Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Multi-level sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Restoring data to original order after performing sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Sort by icons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Sort by colours

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Lookup Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Lookup
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • VLookup
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • HLookup

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Subtotal, Multi-Level Subtotal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Grouping Features

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Column Wise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Row Wise

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Consolidation With Several Worksheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Filter
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Advance Filter

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Printing of Raw & Column Heading on Each Page

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Workbook Protection and Worksheet Protection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Specified Range Protection in Worksheet

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Excel Data Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Goal Seek
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Scenario Manager

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Data Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Advance use of Data Tables in Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Reporting and Information Representation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pivot Table

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Pivot Chat
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Slicer with Pivot Table & Chart

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Generating MIS Report In Excel

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Advance Functions of Excel
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Math & Trig Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Text Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Lookup & Reference Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Logical Functions & Date and Time Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Database Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Statistical Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Financial Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Functions for Calculation Depreciation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Internet of Things (IoT) Certification Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        40k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • 2 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • In this program you will learn:
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Internet of Things (IoT) Introduction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            IoT Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Understanding IoT Ecosystems

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Raspberry Pi

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            IoT Gateways

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Cloud Platforms for IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            IoT Implementations [Applications]

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Future & Security Concerns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Internet of Things (IoT) Introduction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Background and Development

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Three waves of Internet

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Why IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Market Analysis & Investment In IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Industrial & Consumer IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            M2M communication and automation history

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Relation with embedded systems

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            General introduction to Arduino , Raspberry Pi and SmartWifi boards

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • IoT Architecture
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • How IoT Works

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            High level Data Flow in IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Technical Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Description of all layers of IoT Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Technologies for IoT

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Understanding IoT Ecosystems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • What is IoT application

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            What are basic elements / building blocks of IoT app

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            How are these blocks connected together

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            The systematic method to design IoT application

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Architecting our hands-on project

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Raspberry Pi
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Learning fundamentals of Raspberry Pi

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Different types of pi boards.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Installation of OS in Raspberry Pi

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Programming Raspberry Pi Using Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Artificial Intelligence
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Advanced Python Programming Course
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        30k LearnersWeekend/WeekdayLive Class
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • 0 Live Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Self-Paced/ Classroom
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Certification Pass Guaranteed

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is Data Analytic
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Common Terms in Data Analytics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • What is data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Classication of data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Relevance in industry and need of the hour
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Types of problems and business objectives in various industries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • How leading companies are harnessing the power of analytics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Critical success drivers.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Overview of Data Analytics tools & their popularity.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Analytics Methodology & problem-solving framework.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • List of steps in Data Analytics projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction To Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Installation and Working with Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Understanding Python variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python basic Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Understanding the Python blocks.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python Keyword and Identiers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Python Comments, Multiline Comments.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python Indentation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Understating the concepts of Operators

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Arithmetic
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Relational
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Logical
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Assignment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Membership
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Identity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Numerical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Mean

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Median

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Mode

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Outliers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Range

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Interquartile range

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Correlation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Standard Deviation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Variance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Box plot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Understanding Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Descriptive Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Sample vs Population Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Random variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Probability distribution functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Expected value

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Normal distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Gaussian distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Z-score

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Spread and Dispersion

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Correlation and Co-variance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Pre-Processing & Data Mining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data Preparation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Feature Engineering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Feature Scaling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Datasets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Dimensionality Reduction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Anomaly Detection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Parameter Estimation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Data and Knowledge

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Selected Applications in Data Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • EDA (Exploratory Data Analysis)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Need for structured exploratory data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        EDA framework for exploring the data and identifying any problems with the data (Data Audit Report)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Identify missing data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Identify outliers’ data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Imbalanced Data Techniques

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Analysis and Visualization using Pandas.
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Read data from Excel File using Pandas More Plotting, Date Time Indexing and writing to les

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        How to get record specic records Using Pandas Adding & Resetting Columns, Mapping with function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Using the Excel File class to read multiple sheets More Mapping, Filling Nonvalue’s

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Exploring the Data Plotting, Correlations, and Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Getting statistical information about the data Analysis Concepts, Handle the None Values

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reading les with no header and skipping records Cumulative Sums and Value Counts, Ranking etc

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Reading a subset of columns Data Maintenance, Adding/Removing Cols and Rows

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Applying formulas on the columns Basic Grouping, Concepts of Aggre gate Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Complete Understanding of Pivot Table Data Slicing using iLoc and Loc property (Setting Indices)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Under sting the Properties of Pivot Table in Pandas Advanced Reading CSVs/HTML, Binning, Categorical Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Exporting the results to Excel Joins

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Python | Pandas Data Frame Inner Join

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Under sting the properties of Data Frame Left Join (Left Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Indexing and Selecting Data with Pandas Right Join (Right Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pandas | Merging, Joining and Concatenating Full Join (Full Outer Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pandas | Find Missing Data and Fill and Drop NA Appending Data Frame and Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pandas | How to Group Data How to apply Lambda / Function on Data Frame

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Other Very Useful concepts of Pandas in Python Data Time Property in Pandas (More and More)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Analysis and Visualization using NumPy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to NumPy Numerical Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Importing NumPy and Its Properties

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Creating an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Operations an Array from a CSV

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Operations with NumPy Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Two-Dimensional Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Selecting Elements from 1-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Selecting Elements from 2-D Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Logical Operation with Arrays

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Indexing NumPy elements using conditionals

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        NumPy’s Mean and Axis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        NumPy’s Mode, Median and Sum Function

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        NumPy’s Sort Function and More

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Analysis and Visualization using MatPlotLib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Bar Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Column Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pie Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Area Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Scatter Plot Chart using Python MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Play with Charts Properties Using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Export the Chart as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Understanding plt. subplots () notation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Legend Alignment of Chart using MatPlotLib

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Create Charts as Image

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Other Useful Properties of Charts.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Complete Understanding of Histograms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Plotting Different Charts, Labels, and Labels Alignment etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Data Visualization with Seaborn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Making a scatter plot with lists

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Making a count plot with a list

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Using Pandas with seaborn

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Tidy vs Untidy data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Making a count plot with a Dataframe

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Adding a third variable with hue

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Hue and scattera plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Hue and count plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Visualizing Two Quantitative Variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to relational plots and subplots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating subplots with col and row
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Customizing scatters plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Changing the size of scatter plot points
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Changing the style of scatter plot points
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to line plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Interpreting line plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Visualizing standard deviation with line plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Plotting subgroups in line plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Visualizing a Categorical and a Quantitative Variable

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Current plots and bar plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Count plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Bar plot with percentages
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Customizing bar plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Box plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Create and interpret a box plot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Omitting outliers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adjusting the whisk
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Point plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Customizing points plots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Point plot with subgroups

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Customizing Seaborn Plots

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Changing plot style and colour
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Changing style and palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Changing the scale
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Using a custom palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding titles and labels Part 1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Face Grids vs. Axes Subplots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding a title to a face Grid object
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding title and labels Part 2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Adding a title and axis labels
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Rotating x-tics labels
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Putting it all together
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Box plot with subgroups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Bar plot with subgroups and subplots
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Well done! What’s next
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        The course duration may vary but typically spans a few months, depending on the curriculum.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Basic programming knowledge and understanding of machine learning concepts are recommended, but prior experience is not mandatory.

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