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Course Duration

32 Hrs.

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2 Project

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Data Science & AI

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  • Data Science is a powerful analytics platform that will make discoveries and protect companies from different fraud activities. Croma Campus is a leading data science training institute that offers the best training to students looking to gain experience and enhance their skills in this growing domain. Let us have a quick look what we include as the part of data science training.
    • Get a depth idea of machine learning, AI, deep learning, Big Data Hadoop, Tableau, etc.

      Become Confident enough to manage tough business requirements.

      Understand aspects of computer science, data visualizations, data analytics, more.

      Become an established Data scientist and claim huge salary lumps.

      Improve intellectual skills along with communication and analytical skills.

Data Science Certification training

About-Us-Course

  • Our data science certification will help you prepare for various cloud certifications and get hired by leading industries across the world right away. Here are some of our course objectives you want to consider if you are looking to make your career in the domain:
    • We’ll help you deliver comprehensive training that is suitable to learn all the concepts.

      Prepares you to work in an environment where you can make the right decisions.

      We provide you knowledge of using the tools to drive meaningful insights from it.

  • You will learn different aspects of computer science, data visualizations, data analytics, etc. You will also get a depth idea of machine learning, AI, deep learning, Tableau, etc.

  • There is a deficiency of 2 lac data science experts with profound logical abilities as per the latest study by McKinsey Global Institute. And the demand for skilled experts will continue to increase in the upcoming years.
    • As per Indeed, the average salary of a Data science expert is $139K.

      As per Glassdoor, the average salary of a Data science expert is $113K.

      As per Pay Scale, the average salary of a Data science expert is $100K.

  • We help you to maintain consistent career growth and help you to make yourself eligible to earn huge salary lumps.

  • Our job-oriented Data Science Training course covers all necessary data science aspects that will make you industry-ready to implement those aspects practically. Also, our data science experts will guide you to earn certifications and get hired by leading industries worldwide.
    • Find yourself more eligible to apply for various jobs in the domain and get hired.

      Attain skills to apply for the certification exam and get certified.

      Get certified by leveraging cloud concepts within an organization.

  • Once you complete the data science course, you will have strong roots in the IT industry. Also, you will become a renowned and certified professional who will be recognized worldwide.

  • There’s no arguing with the fact that almost every industry release tons of data every day that should be managed properly to drive meaningful data from it. And that’s the reason, companies look for skilled professionals who could manage and transform data efficiently.
    • Data Science is the no.1 skill in the IT industry with an average salary of $106K per year.

      There are over 190K jobs predicted by the next year.

      Thousands of students have already taken the Data Science certification course.

      The mushrooming industry is likely to reach $16 Billion by 2025.

      Almost every IT industry is looking for skilled Data Science professionals.

  • You are eligible to work on various Data Science roles that include Business Intelligence Analyst, Data Mining Engineer, Data Architect, Data Scientist, Senior Data Scientist, and more. Let us see a few common job duties that remain the same instead of the role.
    • You must know using statistical programming languages like R or Python.

      You have to perform data analysis, data congestion, data filtration, data mapping, etc.

      You should how to use big data tools like Hadoop, Hive, Map Reduce, etc.

  • As a data scientist, you are also responsible to design patterns to manage, process, and access data from multiple sources. You will be accountable to manage complex data models.

  • On the successful completion of Data Science, you can choose to work in different industries like Insurance Sector, IT Sector, Travel Industry, Transportation, Healthcare and Medical Sector, eCommerce, Banking & Finance, Non-Profit Industries, Media & Entertainment, etc. We prepare you for all these industries various industry domains too.
    • Some of the top hiring industries in Data Science include IBM, Infosys, NETFLIX, FEDEX, Accenture, Amazon, Flipkart, Snap deal, American Express, Microsoft, Google, and more.

      We assure you that you will feel more confident at the time of interview.

      You will get placement assistance, resume building guide, and important instructions to crack an interview.

  • On the successful completion of the Data Science placement course, you will get a training certificate with us. Your skills are evaluated at different levels and you have to complete assignments and projects if you want to get this certificate.
    • Required to apply for different positions.

      Lucrative salary packages

      In-depth Knowledge of the domain/field

      Gain enough proficiency to become at the top of the cloud world.

      Open multiple job opportunities worldwide.

Why Should You Choose Data Science?

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Plenary for Data Science 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
Course Price at :
35,100 39,000
10% OFF Expires in01D 08H 53M 23S

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Data Science Certification Training Upcoming Batches

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05-Dec-2022*

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03-Jan-2023*

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05-Jan-2023

Take class during weekdays and utilize your weekend for practice.

Get regular training by Industry Experts.

Get Proper guidance on certifications.

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CURRICULUM & PROJECTS

Data Science Certification Training

  • Data Science is a powerful analytics platform to make discoveries. By using different aspects of computer science, data visualisations, data analytics, statistics, R and Python Programming in data science, you may convert voluminous data into meaningful contents.
  • In this program you will learn:
    • Python Statistics for Data Science

      Databases – MySQL and SQL Queries

      Data Science Master’s Program

      Machine Learning

      Deep Learning

      Power BI

      Hadoop- Apache Spark and Scala Certification

      Tableau - For Data Visualization

      Data Science Masters - Live Projects

Get full course syllabus in your inbox

  • Introduction To Python
    • Installation and Working with Python

      Understanding Python variables

      Python basic Operators

      Understanding the Python blocks.

  • 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

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Artificial Intelligence

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Machine Learning Algorithms

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Algorithmic models of Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Applications of Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Large Scale Machine Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Computational Learning theory

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reinforcement Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Techniques of Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Supervised Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Unsupervised Learning

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    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

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Power BI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Overview of BI concepts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why we need BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Introduction to SSBI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    SSBI Tools

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Why Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    What is Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Building Blocks of Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Getting started with Power BI Desktop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Get Power BI Tools

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Introduction to Tools and Terminology

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Dashboard in Minutes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Refreshing Power BI Service Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Interacting with your Dashboards

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sharing Dashboards and Reports

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Power BI Desktop
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Power BI Desktop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Power BI Dashboards

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Power BI Q & A

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Extracting data from various sources

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Workspaces in Power BI

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Transformation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Measures and Calculated Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Query Editor

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Modelling with Power BI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction to Modelling

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Modelling Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Manage Data Relationship

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Optimize Data Models

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Cardinality and Cross Filtering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Default Summarization & Sort by

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating Calculated Columns

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating Measures & Quick Measures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Analysis Expressions (DAX)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Types in DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Calculation Types

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Syntax, Functions, Context Options

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    DAX Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Date and Time

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Time Intelligence

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Information

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Logical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Mathematical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Statistical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Text and Aggregate

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Measures in DAX

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Publishing and Sharing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Introduction and Sharing Options Overview

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Publish from Power BI Desktop and Publish to Web

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Share Dashboard with Power BI Service

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

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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Export Data from a Visualization and Publishing for Mobile Apps

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Export to PowerPoint and Sharing Options Summary

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Refreshing Datasets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Understanding Data Refresh

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

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Replacing a Dataset and Troubleshooting Refreshing

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to 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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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Tableau
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • What is Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Features of Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Architecture of Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Installation of Tableau Desktop

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    The interface of Tableau (Layout, Toolbars, Data Pane, Analytics Pane etc.)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Start with Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Top Chart Types in Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Introduction to the various File Type

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Quick Introduction to the User Interface in Tableau

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Create Data Visualization Using Tableau feature “Show Me”

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Reorder & Remove Visualization Fields

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Sort & Filter Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Create a Calculated Field

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Perform Operations using Cross-Tab

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Working with Workbook Data & Worksheets

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    How to Create a Packaged Workbook

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Preparation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Connecting to Different Data Sources

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Live vs. Extract Connection

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Source Editor

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Managing Metadata and Extracts

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pivoting & Splitting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Interpreter: Clean dirty data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Join

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Complex Joins

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Union

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Data Blending & when it is required

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Visualization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Visualization Principles

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • What is Data Visualization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Data Interpretation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Pivot Tables
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Split Tables
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Responsive Tool Tips
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Radial & Lasso Selection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Right Click Filtering
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Creating Calculated Fields
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Manipulating Text-Left and Right Functions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Basic Data Visualization

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Heat Map
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Highlight Table
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Bar Charts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Line Charts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Pie Chart
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Scatter Plot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Word Cloud
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tree Map
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Blended Axis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Dual Axis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing Your Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Filters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Top & Bottom N Filtering

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Filtering order of operations

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sorting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Calculations - String, Basic, Date & Logic

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Parameters

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Working with Dates

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Table Calculation

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Discrete vs Continuous Measures

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Grouping and Formatting Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Grouping Data

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Groups, Sets, Hierarchies, Bins, Combined Fields

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Formatting

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Size, Updating Axis, Colors, Borders, Transparency, Chart Lines, Trend Line, Forecasting, Reference Line, Mark Labels, Annotations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Dashboard Design
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Canvas Selection & Adjusting Sizes

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Tiled Objects

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Floating Objects

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Pixel Perfect Alignment

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Summary Box

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Chart Titles & Captions

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding Images & Text

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding Background Color

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding Shading

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Adding Separator Lines

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Dynamic Chart Titles

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Information Icons

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Creating a Story

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Science Masters - 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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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                To join the Data Science online course, there are no special prerequisites. You must be familiar with the elementary concepts of Mathematics and Statistics.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                The actual fees may differ from one training institute to another. We, at Croma Campus, offer training at a budget-friendly price.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Our certification will make students ready to take a certification exam in data science. Our tutors help students to gain the necessary skills to get a job as data scientists.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Once all your submissions are received and evaluated well, you will receive a certificate that showcases you have the right skills and knowledge.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Some of the popular job profiles for professionals include business analyst, quantitative analyst, marketing analyst, data engineer, statistician, and more. We’ll provide you with adequate training so you can understand all the concepts.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Case studies based on top industry frameworks help you to relate your learning with real-time based industry solutions.

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