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  • Artificial Intelligence is a licit part of a digital computer that gets executed tasks commonly associated with intelligent beings. Well, this specific term is frequently applied to the project of building systems furnish with the intellectual processes characteristic of humans, like the ability to reason, discover meaning, generalize, or learn from past experience. Moreover, studying AI and Machine Learning will surely promise you a bright and uplifting career.
  • So, if your interest lies in this field, opting for Artificial Intelligence course will be beneficial for your career. You will get the opportunity to learn a lot of new things, skills and information as well.
  • Moreover, getting started with Artificial Intelligence Training in Noida will eventually help you in uplifting your career in various ways. So, associating with us will be beneficial for you if you want to turn into a skilled AI Developer or AI Engineer, and want to have a positive growth.

Artificial Intelligence Training in Noida

About-Us-Course

  • By eventually getting started with Artificial Intelligence course, you will come across some important information, its every section, and sub-section in a much better way.
    • First, you will receive sessions regarding its basic information and definition.

      Furthermore, you will also receive sessions concerning 'Python for Data Analysis.

      Your information concerning Math for Machine Learning will also get enhanced.

      Our team will also help you in imbibing information concerning Data Visualization in Python.

      Your overall information regarding Data Analysis using SQL, and advanced SQL will get uplifted.

  • The salary package in this field is quite a high right from the initial level. So, you need not have to worry at all as our Artificial Intelligence Training in Noida will help you grab better job opportunities in the industry.
    • In the initial level, you will earn around Rs 8 to Rs 7.5 Lakh annually.

      Later on, you can earn up to Rs. 50 Lakh if you have acquired the latest skills and information.

      Post imbibing detailed information regarding AI, you will turn into a pro.

      Post having this skill, you will be able to enter into a multi-national company that will also offer you a quite higher salary package.

  • Presently, you will find various AI jobs with skilled professionals to fill them, yet the grant is a bit low, and demand is quite high. So, approaching Artificial Intelligence Training in Noida will be fruitful for your career as it will not only enhance your information concerning AI, but will also help you get updated with the latest information, and acquire skills related to its other job roles.
    • Imbibing in-depth information concerning this technology will eventually turn you into an expert.

      Enrolling in this course will allow you to examine this subject right from the scratch.

      By knowing every side of Artificial Intelligence Training in Noida, you will end up acquiring a higher position and in a good workplace.

      Your basic and core information will be cleared.

      You will have various job opportunities in hand.

  • An AI Developer is supposed to execute a wide series of tasks. So, if you also want to turn into a skilled AI Developer, getting associated with Artificial Intelligence Training Institute in Noida will be suitable for your career, as it will help you know each role in a much-explained manner.
    • You will have to co-ordinate with the professionals such as programmers, coders, Data scientists, etc.

      You will also have to design and handle the AI development process and overall infrastructure of a product.

      You will also have to execute statistical analysis and interpret results to guide your organization's decision-making process

      You will also have to integrate necessary functions and processes for a data science team.

      Working as an AI Engineer will indulge you in making Machine Learning models into APIs that other applications can evolve with.

  • In the present scenario, you will find numerous reasons to get started with this specific course. Moreover, by obtaining information concerning Artificial Intelligence course, you will grow in this field quicker and acquire a higher position as well. By associating with a proper Artificial Intelligence Training Institute in Noida, you will get the chance to know some of the main reasons to learn this course.
    • Your salary structure will positively get increased.

      Your information concerning AI will get strengthened.

      You will always have numerous jobs offers in hand.

      Further, in your career, you will be able to turn into a freelancer and make a good additional income as well.

  • Presently, you will find various companies hiring skilled AI Developers. So, if you’re aim is to acquire a job post completing the Artificial Intelligence Training in Noida, then you genuinely don't have to concern at all as you will surely end up getting into a well-established as there’s genuinely a huge space for skilled candidates, and we will also set your interviews with established companies. So, getting in touch with Artificial Intelligence Training Institute in Noida will only uplift your career graph.
    • Marj Technologies, Websites, Masters India, etc. are some of the good set-ups hiring skilled candidates.

      In fact, our trainers will thoroughly help you passing the interview by often conducting a mock test.

      The main aim of this course is to assist you to get settled in a well-established organization.

  • For the past few years, Croma Campus has been considered the best Artificial Intelligence Training Institute in Noida. We, at Croma Campus generally aims at delivering qualitative training along with enough study material and numerous instances. So, if you are also looking to acquire detailed information concerning AI, getting associated with Croma Campus will be an ideal move toward your career.
    • Associating with us will give you enough chances to obtain the latest information concerning the Artificial Intelligence course.

      Here, you will obtain information regarding its related course.

      Croma Campus will offer you placement assistance.

      Well, right from the beginning, our faculty members will give you suggestive tips to clear the interview process.

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Plenary for Artificial Intelligence Certification training

TrackWeek DaysWeekendsFast Track
Course Duration 40-45 Days 7 Weekends 8 Days
Hours 1 Hrs. Per Day 2 Hrs. Per Day 6+ Hrs. Per Day
Training ModeClassroom/OnlineClassroom/OnlineClassroom/Online
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Artificial Intelligence Certification training

  • With our AZ-900 “Microsoft Azure fundamentals” certification Training you will learn foundational knowledge of cloud services and how those services are provided with Microsoft Azure. The exam is intended for candidates who are just beginning to work with cloud-based solutions and services or are new to Azure.
  • In this program you will learn:
    • Python Statistics for AI

      Python - MySQL

      Data Science Professional Program

      Machine Learning

      Live Projects

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  • Introduction To Python:
    • Installation and Working with Python

      Understanding Python variables

      Python basic Operators

      Understanding the Python blocks.

  • 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 usingNumeric data types

      Using stringdata type and string operations

      Understanding Non-numeric data types

      Understanding the concept of Casting and Boolean.

      Strings

      List

      Tuples

      Dictionary

      Sets

  • Introduction Keywords and Identifiers and Operators
    • Python Keyword and Identifiers

      Python Comments, Multiline Comments.

      Python Indentation

      Understating the concepts of Operators

  • Data Structure
    • 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

                                        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, Tuples and Looping Programming
                                                                  • Sets

                                                                    • What is Set
                                                                      • Set Creation
                                                                        • Add element to a Set
                                                                          • Remove elements from a Set
                                                                            • PythonSet Operations
                                                                              • Frozen Sets

                                                                                Tuple

                                                                                • What is Tuple
                                                                                  • Tuple Creation
                                                                                    • Accessing Elements in Tuple
                                                                                      • Changinga Tuple
                                                                                        • TupleDeletion
                                                                                          • Tuple Count
                                                                                            • Tuple Index
                                                                                              • TupleMembership
                                                                                                • TupleBuilt in Function (Length, Sort)

                                                                                                  Control Flow

                                                                                                  • Loops
                                                                                                    • Loops and Control Statements (Continue, Break and 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 IF and Else 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 Statements
                                                                                                                            • How to use IN or NOTkeywordin Python Loop.
                                                                                                                          • Exception and File Handling, Module, Function and Packages
                                                                                                                            • 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

                                                                                                                                          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 Function, Modules and Packages

                                                                                                                                                              • Python Syntax
                                                                                                                                                                • Function Call
                                                                                                                                                                  • Return Statement
                                                                                                                                                                    • Write an Empty Function in Python –pass statement.
                                                                                                                                                                      • Lamda/ Anonymous Function
                                                                                                                                                                        • *argsand **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
                                                                                                                                                                                          • Programming using functions, modules & external packages
                                                                                                                                                                                            • Map, Filter and Reduce function with Lambda Function
                                                                                                                                                                                              • More example of Python Function
                                                                                                                                                                                            • Data Automation (Excel, SQL, PDF etc)
                                                                                                                                                                                              • Python Object Oriented Programming—Oops

                                                                                                                                                                                                • 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

                                                                                                                                                                                                            Python Database Interaction

                                                                                                                                                                                                            • SQL Database connection using
                                                                                                                                                                                                              • Creating and searching tables
                                                                                                                                                                                                                • Reading and Storing configinformation on database
                                                                                                                                                                                                                  • Programming using database connections

                                                                                                                                                                                                                    Reading an excel

                                                                                                                                                                                                                    • Reading an excel file usingPython
                                                                                                                                                                                                                      • Writing toan excel sheet using Python
                                                                                                                                                                                                                        • Python| Reading an excel file
                                                                                                                                                                                                                          • Python | Writing an excel file
                                                                                                                                                                                                                            • Adjusting Rows and Column using Python
                                                                                                                                                                                                                              • ArithmeticOperation in Excel file.
                                                                                                                                                                                                                                • Plotting Pie Charts
                                                                                                                                                                                                                                  • Plotting Area Charts
                                                                                                                                                                                                                                    • Plotting Bar or Column Charts using Python.
                                                                                                                                                                                                                                      • Plotting Doughnut Chartslusing Python.
                                                                                                                                                                                                                                        • Consolidationof Excel File using Python
                                                                                                                                                                                                                                          • Split of Excel File Using Python.
                                                                                                                                                                                                                                            • Play with Workbook, Sheets and Cells in Excel using Python
                                                                                                                                                                                                                                              • Creating and Removing Sheets
                                                                                                                                                                                                                                                • Formatting the Excel File Data
                                                                                                                                                                                                                                                  • More example of Python Function

                                                                                                                                                                                                                                                    Working with PDF and MS Word using Python

                                                                                                                                                                                                                                                    • Extracting Text from PDFs
                                                                                                                                                                                                                                                      • Creating PDFs
                                                                                                                                                                                                                                                        • Copy Pages
                                                                                                                                                                                                                                                          • Split PDF
                                                                                                                                                                                                                                                            • Combining pages from many PDFs
                                                                                                                                                                                                                                                              • Rotating PDF’s Pages

                                                                                                                                                                                                                                                                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
                                                                                                                                                                                                                                                                        • Data Analysis & Visualization
                                                                                                                                                                                                                                                                          • Pandas

                                                                                                                                                                                                                                                                            • Read data from Excel File using Pandas More Plotting, Date Time Indexing and writing to files
                                                                                                                                                                                                                                                                              • How to get record specific 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 files 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 Aggregate Function
                                                                                                                                                                                                                                                                                            • Complete Understanding of Pivot Table Data Slicing using iLocand Locproperty (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 DataFrameand 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)

                                                                                                                                                                                                                                                                                                                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 Arrays
                                                                                                                                                                                                                                                                                                                                    • Indexing NumPy elements using conditionals
                                                                                                                                                                                                                                                                                                                                      • NumPy’sMean and Axis
                                                                                                                                                                                                                                                                                                                                        • NumPy’sMode, Median and Sum Function
                                                                                                                                                                                                                                                                                                                                          • NumPy’sSort 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.

                                                                                                                                                                                                                                                                                                                                                                      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 whiskers
                                                                                                                                                                                                                                                                                                                                                                                                                          • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                      Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Python - MySQL
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to MySQL

                                                                                                                                                                                                                                                                                                                                                                                                                                                          What is the MySQLdb

                                                                                                                                                                                                                                                                                                                                                                                                                                                          How do I Install MySQLdb

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Connecting to the MYSQL

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Selecting a database

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Adding data to a table

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Executing multiple queries

                                                                                                                                                                                                                                                                                                                                                                                                                                                          Exporting and Importing data tables.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          SQL Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Single Row Functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Character Functions, Number Function, Round, Truncate, Mod, Max, Min, Date
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • General Functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Count, Average, Sum, Now etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Joining Tables
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Obtaining data from Multiple Tables

                                                                                                                                                                                                                                                                                                                                                                                                                                                              Types of Joins (Inner Join, Left Join, Right Join & Full Join)

                                                                                                                                                                                                                                                                                                                                                                                                                                                              Sub-Queries Vs. Joins

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Operators (Data using Group Function)
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Distinct, Order by, Group by, Equal to etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Database Objects (Constraints & Views)
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Not Null

                                                                                                                                                                                                                                                                                                                                                                                                                                                              Unique

                                                                                                                                                                                                                                                                                                                                                                                                                                                              Primary Key

                                                                                                                                                                                                                                                                                                                                                                                                                                                              Foreign Key

                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Structural & Functional Database Testing using TOAD Tool
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Basic

                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Introduction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Syntax
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SQL Select
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL Distinct
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SQL Where
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SQL And & Or
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Order By
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Insert
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Update
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Delete

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  SQL Advance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SQL Like
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL Wildcards
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SQL In
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SQL Between
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Alias
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL Joins
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Inner Join
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Left Join
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SQL Right Join
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL Full Join
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SQL Union

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        SQL Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SQL Avg()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SQL Count()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SQL First()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL Last()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • SQL Max()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SQL Min()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL Sum()
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SQL Group By
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Data Science
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • What is Analytics & Data Science

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Common Terms in Analytics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        What is data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Classification 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 analytics tools & their popularity

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Analytics Methodology & problem-solving framework

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        List of steps in Analytics projects

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Identify the most appropriate solution design for the given problem statement

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Project plan for Analytics project & key milestones based on effort estimates

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Build Resource plan for analytics project

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Why Python for data science

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Accessing/Importing and Exporting Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Importing Data from various sources (Csv, txt, excel, access etc)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Database Input (Connecting to database)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Viewing Data objects - sub setting, methods

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Exporting Data to various formats

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Important python modules: Pandas

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Manipulation: Cleansing - Munging Using Python Modules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Cleansing Data with Python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Filling missing values using lambda function and concept of Skewness.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Data Manipulation steps (Sorting, filtering, duplicates, merging, appending, sub setting, derived variables, sampling, Data type conversions, renaming, formatting.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Normalizing data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Feature Engineering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Feature Selection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Feature scaling using Standard Scaler/Min-Max scaler/Robust Scaler.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Label encoding/one hot encoding

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Analysis: Visualization Using Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction exploratory data analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Descriptive statistics, Frequency Tables and summarization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Univariate Analysis (Distribution of data & Graphical Analysis)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Bivariate Analysis (Cross Tabs, Distributions & Relationships, Graphical Analysis)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Creating Graphs- Bar/pie/line chart/histogram/ boxplot/ scatter/ density etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Important Packages for Exploratory Analysis (NumPy Arrays, Matplotlib, seaborn, Pandas etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Descriptive Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Sample vs Population Statistics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Random variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Probability distribution functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Expected value

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Normal distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Gaussian distribution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Z-score

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Central limit theorem

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Spread and Dispersion

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Inferential Statistics-Sampling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Hypothesis testing

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Z-stats vs T-stats

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Type 1 & Type 2 error

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Confidence Interval

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ANOVA Test

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Chi Square Test

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        T-test 1-Tail 2-Tail Test

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Correlation and Co-variance

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Predictive Modelling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Concept of model in analytics and how it is used

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Common terminology used in Analytics & Modelling process

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Popular Modelling algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Types of Business problems - Mapping of Techniques

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Different Phases of Predictive Modelling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Exploration for Modelling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • 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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Datasets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Dimensionality Reduction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Anomaly Detection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Parameter Estimation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Data and Knowledge

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Selected Applications in Data Mining

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Get full course syllabus in your inbox

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Introduction to Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Artificial Intelligence

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • AI overview
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Meaning, scope, and 3 stages of AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Decoding AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Features of AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Applications of AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Image recognition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Effect of AI on society
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • AI for industries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Overview of machine learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • ML and AI relationship

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Techniques of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Machine Learning Algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Algorithmic models of Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Applications of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Large Scale Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Computational Learning theory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Reinforcement Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Supervised Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Supervised Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • What is Supervised Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Algorithms in Supervised learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Regression & Classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Regression vs classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Computation of correlation coefficient and Analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Multivariate Linear Regression Theory
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Coefficient of determination (R2) and Adjusted R2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Model Misspecifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Economic meaning of a Regression Model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Bivariate Analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Naive Bayes classifier, Model Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • ANOVA (Analysis of Variance)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Semi-supervised and Reinforcement Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Bias and variance Trade-off

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Representation Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Regression and its Types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Logistic Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Linear Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Polynomial Regression

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Unsupervised Learning: Clustering
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • About Clustering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Clustering Algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    K-means Clustering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Hierarchical Clustering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Distribution Clustering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Model optimization and Boosting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Ensemble approach

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    K-fold cross validation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Grid search cross validation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Ada boost and XG Boost

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What are the Limitations of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What is Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Advantage of Deep Learning over Machine learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reasons to go for Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Real-Life use cases of Deep Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deep Learning Networks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Deep Learning Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why Deep Learning Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How Deep Learning Works

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Feature Extraction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Working of Deep Network

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Training using Backpropagation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Variants of Gradient Descent

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Types of Deep Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Feed forward neural networks (FNN)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Convolutional neural networks (CNN)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Recurrent Neural networks (RNN)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Generative Adversal Neural Networks (GAN)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Restrict Boltzman Machine (RBM)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deep Learning with Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Define Keras

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to compose Models in Keras

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sequential Composition

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Functional Composition

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Predefined Neural Network Layers

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What is Batch Normalization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Saving and Loading a model with Keras

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Customizing the Training Process

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Intuitively building networks with Keras

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Convolutional Neural Networks (CNN)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to Convolutional Neural Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    CNN Applications

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Architecture of a Convolutional Neural Network

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Convolution and Pooling layers in a CNN

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding and Visualizing CNN

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Transfer Learning and Fine-tuning Convolutional Neural Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Recurrent Neural Network (RNN)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Intro to RNN Model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Application use cases of RNN

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Modelling sequences

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Training RNNs with Backpropagation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Long Short-Term Memory (LSTM)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Recursive Neural Tensor Network Theory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Recurrent Neural Network Model

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Time Series Forecasting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Natural Language Processing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • NLP with python

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Bags of words

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Stemming

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Tokenization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Lemmatization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    TF-IDF

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sentiment Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Overview of Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What is Tensor Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Tensor Flow code-basics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Graph Visualization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Constants, Placeholders, Variables

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Tensor flow Basic Operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Linear Regression with Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Logistic Regression with Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    K Nearest Neighbor algorithm with Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    K-Means classifier with Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Random Forest classifier with Tensor Flow

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Neural Networks Using Tensor Flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Quick recap of Neural Networks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Activation Functions, hidden layers, hidden units

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Illustrate & Training a Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Important Parameters of Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Understand limitations of A Single Layer Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Illustrate Multi-Layer Perceptron

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Back-propagation – Learning Algorithm

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Understand Back-propagation – Using Neural Network Example

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    TensorBoard

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Big Data Hadoop and Spark
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Big Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Big Data Customer Scenarios

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Understanding BIG Data: Summary

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Few Examples of BIG Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why BIG data is a BUZZ

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How Hadoop Solves the Big Data Problem

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What is Hadoop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Hadoop’s Key Characteristics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Hadoop Cluster and its Architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Hadoop: Different Cluster Modes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why Spark is needed

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What is Spark

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How Spark differs from other frameworks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Spark at Yahoo!

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • BIG Data Analytics and why it’s a Need Now
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is BIG data Analytics

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why BIG Data Analytics is a ‘need’ now

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    BIG Data: The Solution

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Implementing BIG Data Analytics – Different Approaches

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Traditional Analytics vs. BIG Data Analytics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • The Traditional Approach: Business Requirement Drives Solution Design

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The BIG Data Approach: Information Sources drive Creative Discovery

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Traditional and BIG Data Approaches

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    BIG Data Complements Traditional Enterprise Data Warehouse

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Traditional Analytics Platform v/s BIG Data Analytics Platform

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Big Data Technologies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Scala

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • What is Scala
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Scala in other Frameworks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Introduction to Scala REPL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Basic Scala Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Variable Types in Scala
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Control Structures in Scala
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Understanding the constructor overloading,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Various abstract classes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • The hierarchy types in Scala,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • For-each loop, Functions and Procedures
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Collections in Scala- Array

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Spark

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Overview to Spark
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Spark installation, Spark configuration,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Spark Components & its Architecture
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Spark Deployment Modes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Limitations of Map Reduce in Hadoop
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Working with RDDs in Spark
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Spark Shell
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deploying Spark without Hadoop
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Parallel Processing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Spark MLLib - Modelling Big Data with Spark
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Apache Kafka and Flume
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • What is Kafka Why Kafka

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Configuring Kafka Cluster

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Kafka architecture

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Producing and consuming messages

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Operations, Kafka monitoring tool

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Need of Apache Flume

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              What is Apache Flume

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Understanding the architecture of Flume

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Basic Flume Architecture

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Live Projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Managing credit card Risks

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Bank Loan default classification

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              YouTube Viewers prediction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Super store Analytics (E-commerce)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Buying and selling cars prediction (like OLX process)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Advanced House price prediction

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Analytics on HR decisions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Survival of the fittest

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Twitter Analysis

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Flight price prediction

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Croma Campus provides amazing Artificial Intelligence Training in Noida as per the current industry standards. Our training tactic will enable professionals to secure placements in MNCs. Croma Campus is one of the most recommended Artificial Intelligence Training Institute in Noida that offers hands-on practical information / practical implementation on live projects and will ensure the job with the help of advance level Artificial Intelligence training courses.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Artificial Intelligence (AI) assistance for a job - Like Data Scientists, Software Analysts and Developers, Computer Engineers and Computer Scientists, Algorithm Specialists, Research Scientists and Engineering consultants, Maintenance Technicians, and Mechanical Engineers.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Croma Campus: Artificial Intelligence Training Institute in Noida is conducted by specialist working certified corporate professionals having 8+ years of experience in implementing real-time Artificial Intelligence projects. Candidates will implement the following concepts under Artificial Intelligence: Fundamentals of Reinforcement Learning, Q-Learning Intuition, Building a Self-Driving Car, Creating the environment, Building an AI on real-time projects along with Artificial Intelligence Placement Training modules like aptitude test preparation, etc.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          There are four types of Artificial Intelligence: Reactive Machines, Limited Memory, Theory of Mind and Self-Awareness.

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