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  • Start an exciting learning adventure exploring Generative AI, blending creativity with advanced tech. This Generative AI course dives into the basics, uses, and hands-on applications of Generative AI. It's for anyonenewbies or proseager to grow their skills in this field.
  • Key Features for Generative AI online course:
    • Comprehensive Curriculum: Explore a well-structured curriculum covering foundational theories and hands-on application modules.

      Practical Application: Dive into real-world case studies and projects, applying learned concepts to solve complex problems.

      Expert Guidance: Benefit from industry experts' insights and mentorship, providing invaluable guidance throughout the course.

      Innovative Learning Resources: Access a rich repository of resources, including video lectures, interactive sessions, and supplementary materials.

  • Who Can Enroll in Generative AI Courses:
    • AI Enthusiasts: Eager to delve into the innovative domain of Generative AI and expand their knowledge base.

      AI Professionals: Seeking to enhance their skills and delve deeper into Generative AI for advanced career prospects.

      Tech Innovators: Passionate about integrating AI creatively into various sectors, from arts to technology.

  • Prerequisites for Generative AI Courses:
    • Artificial Intelligence Basics: Familiarity with AI concepts and principles is recommended.

      Programming Fundamentals: Basic programming skills provide a solid foundation for grasping course content.

Generative AI Online Course


  • The objective of the Generative AI placement course is to deliver comprehensive training that is suitable to learn all the concepts from basic to the advanced level.
    • Thorough Understanding: Grasp core principles and methodologies of Generative AI.

      Hands-on Application: Apply concepts to solve real-world problems innovatively.

      Advanced Techniques Mastery: Proficiency in advanced Generative AI techniques and architectures.

      Creative Integration: Implement Generative AI creatively across diverse domains.

      Problem-Solving Skills: Develop robust problem-solving abilities within Generative AI contexts.

      Ethical Usage: Understand ethical implications, ensuring responsible Generative AI application.

      Project Development: Engage in practical projects for real-life Generative AI model building.

  • These objectives aim to equip learners comprehensively, empowering them to apply Generative AI effectively and innovatively across varied industry landscapes.

  • Upon completion of Generative AI Courses, professionals can anticipate varying salary ranges based on experience, job roles, and geographic location. Entry-level positions, such as AI Specialists or Junior Data Scientists proficient in Generative AI, generally offer annual salaries ranging from $80,000 to $120,000. Senior roles, like AI Researchers or Lead Data Scientists specializing in Generative AI applications, can command over $150,000 per annum.
  • These figures may fluctuate based on the industry demand for Generative AI expertise and the specific roles undertaken post-course completion. The specialized skills acquired from Generative AI courses significantly enhance career prospects and elevate earning potential within the expansive field of AI and machine learning.

  • Upon completing Generative AI Courses, professionals step into a domain with high demand for their specialized skills. Industries across technology, healthcare, finance, and entertainment seek experts in Generative AI, offering attractive salaries and enticing job roles. The scarcity of skilled individuals in this field amplifies the opportunities for career advancement, innovative project involvement, and competitive compensation packages.
  • Career Growth Highlights:
    • High Demand: Industries seek professionals proficient in Generative AI due to its expanding applications.

      Lucrative Salaries: Competitive compensation packages are offered for roles demanding Generative AI skills.

      Diverse Job Roles: Opportunities span across AI research, data science, creative technology, and consultancy.

      Innovative Projects: Engage in groundbreaking projects leveraging Generative AI for unique solutions.

  • Entering this field not only promises attractive remuneration but also offers diverse career paths and the chance to contribute to cutting-edge innovations in AI applications. You may also apply for generative AI certification and get hired by top industries worldwide.

  • There are many reasons why generative AI is so popular and so the Generative AI courses and Generative AI certification.
    • Creative Potential: Innovates across artistic domains.

      Versatility: Adaptable across industries.

      Innovative Solutions: Enhances user experiences.

      Open-Source Availability: Encourages collaboration.

      Business Applications: Drives personalized experiences.

      Advancements in Research: Continually pushes boundaries.

  • This blend of creativity, adaptability, and practical applications fuels Generative AI's widespread appeal among tech enthusiasts and industries seeking innovative solutions.

  • Upon completing Generative AI courses, individuals can explore diverse job roles in burgeoning fields such as:
    • Generative AI Researcher: Pioneering advancements in AI technology.

      AI Solutions Architect: Designing innovative AI-driven solutions.

      Creative AI Developer: Implementing AI in artistic domains.

      AI Consultant: Offering expert guidance on AI integration.

      AI Data Scientist: Analyzing and interpreting AI-generated data.

      AI Project Manager: Overseeing AI-driven projects.

      AI Content Creator: Generating creative content using AI.

  • These roles span various industries, offering opportunities to contribute innovatively and drive advancements in AI technology.

  • Industries seeking Generative AI expertise include:
    • Technology: Innovating AI-driven products and solutions.

      Marketing and Advertising: Leveraging AI for personalized campaigns.

      Entertainment: Enhancing user experiences through AI-generated content.

      Healthcare: Utilizing AI for predictive diagnostics and research.

      Art and Design: Integrating AI into creative projects and digital art.

  • Participants receive a recognized certification validating their proficiency in Generative AI, enhancing career prospects in AI-driven industries. Also, you may apply for Generative AI certification to validate your skills by top industries in the global market.

Why Should You Learn Generative AI Course?

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Course Duration 40-45 Days 7 Weekends 8 Days
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Generative AI Online Course

  • Introduction To Python
    • Installation and Working with Python

      Understanding Python variables

      Python basic Operators

      Understanding the Python blocks.

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

      Python Indentation

      Understating the concepts of Operators







  • Introduction To Variables
    • Variables, expression condition and function

      Global and Local Variables in Python

      Packing and Unpacking Arguments

      Type Casting in Python

      Byte objects vs. string in Python

      Variable Scope

  • Python Data Type
    • Declaring and using Numeric data types

      Using string data type and string operations

      Understanding Non-numeric data types

      Understanding the concept of Casting and Boolean.






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

      How to use nested IF and Else in Python


      Loops and Control Statements.

      Jumping Statements Break, Continue, pass

      Looping techniques in Python

      How to use Range function in Loop

      Programs for printing Patterns in Python

      How to use if and else with Loop

      Use of Switch Function in Loop

      Elegant way of Python Iteration

      Generator in Python

      How to use nested Loop in Python

      Use If and Else in for and While Loop

      Examples of Looping with Break and Continue Statement

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

  • List
    • What is List.

      List Creation

      List Length

      List Append

      List Insert

      List Remove

      List Append & Extend using + and Keyword

      List Delete

      List related Keyword in Python

      List Reverse

      List Sorting

      List having Multiple Reference

      String Split to create a List

      List Indexing

      List Slicing

      List count and Looping

      List Comprehension and Nested Comprehension

  • Tuple
    • What is Tuple

      Tuple Creation

      Accessing Elements in Tuple

      Changing a Tuple

      Tuple Deletion

      Tuple Count

      Tuple Index

      Tuple Membership

      TupleBuilt in Function (Length, Sort)

  • Dictionary
    • Dict Creation

      Dict Access (Accessing Dict Values)

      Dict Get Method

      Dict Add or Modify Elements

      Dict Copy

      Dict From Keys.

      Dict Items

      Dict Keys (Updating, Removing and Iterating)

      Dict Values

      Dict Comprehension

      Default Dictionaries

      Ordered Dictionaries

      Looping Dictionaries

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

  • Sets
    • What is Set

      Set Creation

      Add element to a Set

      Remove elements from a Set

      PythonSet Operations

      Frozen Sets

  • Strings
    • What is Set

      Set Creation

      Add element to a Set

      Remove elements from a Set

      PythonSet Operations

  • Python Function, Modules and Packages
    • Python Syntax

      Function Call

      Return Statement

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

      Write an Empty Function in Python pass statement.

      Lamda/ Anonymous Function

      *args and **kwargs

      Help function in Python

      Scope and Life Time of Variable in Python Function

      Nested Loop in Python Function

      Recursive Function and Its Advantage and Disadvantage

      Organizing python codes using functions

      Organizing python projects into modules

      Importing own module as well as external modules

      Understanding Packages

      Random functions in python

      Programming using functions, modules & external packages

      Map, Filter and Reduce function with Lambda Function

      More example of Python Function

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

      Idea and practical example of generator, use of generator

      Concept and working of Iterator

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

      Exception handing Try, Except and Finally

      Catching Exceptions in Python

      Catching Specic Exception in Python

      Raising Exception

      Try and Finally

  • Python File Handling
    • Opening a File

      Python File Modes

      Closing File

      Writing to a File

      Reading from a File

      Renaming and Deleting Files in Python

      Python Directory and File Management

      List Directories and Files

      Making New Directory

      Changing Directory

  • Memory management using python
    • Threading, Multi-threading

      Memory management concept of python

      working of Multi tasking system

      Different os function with thread

  • Python Database Interaction
    • SQL Database connection using

      Creating and searching tables

      Reading and Storing cong information on database

      Programming using database connections

  • Reading an excel
    • Working With Excel

      Reading an excel le using Python

      Writing to an excel sheet using Python

      Python| Reading an excel le

      Python | Writing an excel le

      Adjusting Rows and Column using Python

      ArithmeticOperation in Excel le.

      Play with Workbook, Sheets and Cells in Excel using Python

      Creating and Removing Sheets

      Formatting the Excel File Data

      More example of Python Function

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

      How to split path and extension

      How to get user prole detail

      Get the path of Desktop, Documents, Downloads etc.

      Handle the File System Organization using OS

      How to get any les and folders details using OS

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  • Data Analysis and Visualization using Pandas.
    • Statistics

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


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

                                                                  • Introduction to NumPy Numerical Python
                                                                    • Importing NumPy and Its Properties
                                                                      • NumPy Arrays
                                                                        • Creating an Array from a CSV
                                                                          • Operations an Array from a CSV
                                                                            • Operations with NumPy Arrays
                                                                              • Two-Dimensional Array
                                                                                • Selecting Elements from 1-D Array
                                                                                  • Selecting Elements from 2-D Array
                                                                                    • Logical Operation with Arrays
                                                                                      • Indexing NumPy elements using conditionals
                                                                                        • NumPys Mean and Axis
                                                                                          • NumPys Mode, Median and Sum Function
                                                                                            • NumPys Sort Function and More


                                                                                              • Bar Chart using Python MatPlotLib
                                                                                                • Column Chart using Python MatPlotLib
                                                                                                  • Pie Chart using Python MatPlotLib
                                                                                                    • Area Chart using Python MatPlotLib
                                                                                                      • Scatter Plot Chart using Python MatPlotLib
                                                                                                        • Play with Charts Properties Using MatPlotLib
                                                                                                          • Export the Chart as Image
                                                                                                            • Understanding plt. subplots () notation
                                                                                                              • Legend Alignment of Chart using MatPlotLib
                                                                                                                • Create Charts as Image
                                                                                                                  • Other Useful Properties of Charts.
                                                                                                                    • Complete Understanding of Histograms
                                                                                                                      • Plotting Different Charts, Labels, and Labels Alignment etc.
                                                                                                                    • Introduction to Data Visualization with Seaborn
                                                                                                                      • Introduction to Seaborn

                                                                                                                        • Introduction to Seaborn
                                                                                                                          • Making a scatter plot with lists
                                                                                                                            • Making a count plot with a list
                                                                                                                              • Using Pandas with seaborn
                                                                                                                                • Tidy vs Untidy data
                                                                                                                                  • Making a count plot with a Dataframe
                                                                                                                                    • Adding a third variable with hue
                                                                                                                                      • Hue and scattera plots
                                                                                                                                        • Hue and count plots

                                                                                                                                          Visualizing Two Quantitative Variables

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

                                                                                                                                                            Visualizing a Categorical and a Quantitative Variable

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

                                                                                                                                                                                  Customizing Seaborn Plots

                                                                                                                                                                                  • Changing plot style and colour
                                                                                                                                                                                    • Changing style and palette
                                                                                                                                                                                      • Changing the scale
                                                                                                                                                                                        • Using a custom palette
                                                                                                                                                                                          • Adding titles and labels Part 1
                                                                                                                                                                                            • Face Grids vs. Axes
                                                                                                                                                                                              • Adding a title to a face Grid object
                                                                                                                                                                                                • Adding title and labels Part 2
                                                                                                                                                                                                  • Adding a title and axis labels
                                                                                                                                                                                                    • Rotating x-tics labels and subplot
                                                                                                                                                                                                      • Putting it all together
                                                                                                                                                                                                        • Box plot with subgroups
                                                                                                                                                                                                          • Bar plot with subgroups and subplots
                                                                                                                                                                                                            • LM plot and heatmap
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                                                                                                                                                                                                          • Introduction to Statistics
                                                                                                                                                                                                            • Descriptive Statistics

                                                                                                                                                                                                              Sample vs Population Statistics

                                                                                                                                                                                                              Random variables

                                                                                                                                                                                                              Probability distribution functions

                                                                                                                                                                                                              Expected value

                                                                                                                                                                                                              Normal distribution

                                                                                                                                                                                                              Gaussian distribution


                                                                                                                                                                                                              Spread and Dispersion

                                                                                                                                                                                                              Correlation and Co-variance

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

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

                                                                                                                                                                                                              Identify missing data

                                                                                                                                                                                                              Identify outliers data

                                                                                                                                                                                                              Imbalanced Data Techniques

                                                                                                                                                                                                          • Data Pre-Processing & Data Mining
                                                                                                                                                                                                            • Data Preparation

                                                                                                                                                                                                              Feature Engineering

                                                                                                                                                                                                              Feature Scaling, Feature Transformation and Dimensionality Reduction


                                                                                                                                                                                                              Dimensionality Reduction (PCA, ICA,LDA)

                                                                                                                                                                                                              Anomaly Detection

                                                                                                                                                                                                              Parameter Estimation

                                                                                                                                                                                                              Data and Knowledge

                                                                                                                                                                                                              Selected Applications in Data Mining

                                                                                                                                                                                                          • Introduction to Predictive Modelling
                                                                                                                                                                                                            • Difference between Analysis and Analytics

                                                                                                                                                                                                              Concept of model in analytics and how it is used

                                                                                                                                                                                                              Common terminology used in Analytics & Modelling process

                                                                                                                                                                                                              Popular Modelling algorithms, Data Analytics Life cycle

                                                                                                                                                                                                              Types of Business problems - Mapping of Techniques

                                                                                                                                                                                                              Introduction to Machine Learning

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                                                                                                                                                                                                          • SQL Server Fundamentals
                                                                                                                                                                                                            • SQL Server 2019 Installation

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

                                                                                                                                                                                                              SQL Server Features & Purpose

                                                                                                                                                                                                              Using Management Studio (SSMS)

                                                                                                                                                                                                              Conguration Tools & SQLCMD

                                                                                                                                                                                                              Conventions & Collation

                                                                                                                                                                                                          • SQL Server 2019 Database Design
                                                                                                                                                                                                            • SQL Database Architecture

                                                                                                                                                                                                              Database Creation using GUI

                                                                                                                                                                                                              Database Creation using T-SQL scripts

                                                                                                                                                                                                              DB Design using Files and File Groups

                                                                                                                                                                                                              File locations and Size parameters

                                                                                                                                                                                                              Database Structure modications

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

                                                                                                                                                                                                              Table creation using T-SQL Scripts

                                                                                                                                                                                                              Naming Conventions for Columns

                                                                                                                                                                                                              Single Row and Multi-Row Inserts

                                                                                                                                                                                                              Table Aliases

                                                                                                                                                                                                              Column Aliases & Usage

                                                                                                                                                                                                              Table creation using Schemas

                                                                                                                                                                                                              Basic INSERT



                                                                                                                                                                                                              SELECT queries and Schemas

                                                                                                                                                                                                              Use of WHERE, IN and BETWEEN

                                                                                                                                                                                                              Variants of SELECT statement

                                                                                                                                                                                                              ORDER BY



                                                                                                                                                                                                              ROWCOUNT and CUBE Functions

                                                                                                                                                                                                          • Data Validation and Constraints
                                                                                                                                                                                                            • Table creation using Constraints

                                                                                                                                                                                                              NULL and IDENTITY properties

                                                                                                                                                                                                              UNIQUE KEY Constraint and NOT NULL

                                                                                                                                                                                                              PRIMARY KEY Constraint & Usage

                                                                                                                                                                                                              CHECK and DEFAULT Constraints

                                                                                                                                                                                                              Naming Composite Primary Keys

                                                                                                                                                                                                              Disabling Constraints & Other Options

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

                                                                                                                                                                                                              Views on Tables and Views

                                                                                                                                                                                                              SCHEMA BINDING and ENCRYPTION

                                                                                                                                                                                                              Issues with Views and ALTER TABLE

                                                                                                                                                                                                              Common System Views and Metadata

                                                                                                                                                                                                              Common Dynamic Management views

                                                                                                                                                                                                              Working with JOINS inside views

                                                                                                                                                                                                          • Indexes and Query tuning
                                                                                                                                                                                                            • Need for Indexes & Usage

                                                                                                                                                                                                              Indexing Table & View Columns

                                                                                                                                                                                                              Index SCAN and SEEK

                                                                                                                                                                                                              INCLUDED Indexes & Usage

                                                                                                                                                                                                              Materializing Views (storage level)

                                                                                                                                                                                                              Composite Indexed Columns & Keys

                                                                                                                                                                                                              Indexes and Table Constraints

                                                                                                                                                                                                              Primary Keys & Non-Clustered Indexes

                                                                                                                                                                                                          • Stored Procedures and Benets
                                                                                                                                                                                                            • Why to use Stored Procedures

                                                                                                                                                                                                              Types of Stored Procedures

                                                                                                                                                                                                              Use of Variables and parameters

                                                                                                                                                                                                              SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                              INPUT and OUTPUT parameters

                                                                                                                                                                                                              System level Stored Procedures

                                                                                                                                                                                                              Dynamic SQL and parameterization

                                                                                                                                                                                                          • System functions and Usage
                                                                                                                                                                                                            • Scalar Valued Functions

                                                                                                                                                                                                              Types of Table Valued Functions

                                                                                                                                                                                                              SCHEMABINDING and ENCRYPTION

                                                                                                                                                                                                              System Functions and usage

                                                                                                                                                                                                              Date Functions

                                                                                                                                                                                                              Time Functions

                                                                                                                                                                                                              String and Operational Functions


                                                                                                                                                                                                              GROUPING Functions

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

                                                                                                                                                                                                              DML Triggers and Performance impact

                                                                                                                                                                                                              INSERTED and DELETED memory tables

                                                                                                                                                                                                              Data Audit operations & Sampling

                                                                                                                                                                                                              Database Triggers and Server Triggers

                                                                                                                                                                                                              Bulk Operations with Triggers

                                                                                                                                                                                                          • Cursors and Memory Limitations
                                                                                                                                                                                                            • Cursor declaration and Life cycle



                                                                                                                                                                                                              SCROLL Cursors

                                                                                                                                                                                                              FORWARD_ONLY and LOCAL Cursors

                                                                                                                                                                                                              KEYSET Cursors with Complex SPs

                                                                                                                                                                                                          • Transactions Management
                                                                                                                                                                                                            • ACID Properties and Scope

                                                                                                                                                                                                              EXPLICIT Transaction types

                                                                                                                                                                                                              IMPLICIT Transactions and options

                                                                                                                                                                                                              AUTOCOMMIT Transaction and usage

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                                                                                                                                                                                                          • Understanding Concepts of Excel
                                                                                                                                                                                                            • Creation of Excel Sheet Data

                                                                                                                                                                                                              Range Name, Format Painter

                                                                                                                                                                                                              Conditional Formatting, Wrap Text, Merge & Centre

                                                                                                                                                                                                              Sort, Filter, Advance Filter

                                                                                                                                                                                                              Different type of Chart Creations

                                                                                                                                                                                                              Auditing, (Trace Precedents, Trace Dependents)Print Area

                                                                                                                                                                                                              Data Validations, Consolidate, Subtotal

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

                                                                                                                                                                                                              Solver, Freeze Panes

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

                                                                                                                                                                                                              Real Life Assignment work

                                                                                                                                                                                                          • Ms Excel Advance
                                                                                                                                                                                                            • Advance Data Sorting

                                                                                                                                                                                                              Multi-level sorting

                                                                                                                                                                                                              Restoring data to original order after performing sorting

                                                                                                                                                                                                              Sort by icons

                                                                                                                                                                                                              Sort by colours

                                                                                                                                                                                                              Lookup Functions

                                                                                                                                                                                                              • Lookup
                                                                                                                                                                                                                • VLookup
                                                                                                                                                                                                                  • HLookup

                                                                                                                                                                                                                    Subtotal, Multi-Level Subtotal

                                                                                                                                                                                                                    Grouping Features

                                                                                                                                                                                                                    • Column Wise
                                                                                                                                                                                                                      • Row Wise

                                                                                                                                                                                                                        Consolidation With Several Worksheets


                                                                                                                                                                                                                        • Auto Filter
                                                                                                                                                                                                                          • Advance Filter

                                                                                                                                                                                                                            Printing of Raw & Column Heading on Each Page

                                                                                                                                                                                                                            Workbook Protection and Worksheet Protection

                                                                                                                                                                                                                            Specified Range Protection in Worksheet

                                                                                                                                                                                                                            Excel Data Analysis

                                                                                                                                                                                                                            • Goal Seek
                                                                                                                                                                                                                              • Scenario Manager

                                                                                                                                                                                                                                Data Table

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

                                                                                                                                                                                                                                    Pivot Table

                                                                                                                                                                                                                                    • Pivot Chat
                                                                                                                                                                                                                                      • Slicer with Pivot Table & Chart

                                                                                                                                                                                                                                        Generating MIS Report In Excel

                                                                                                                                                                                                                                        • Advance Functions of Excel
                                                                                                                                                                                                                                          • Math & Trig Functions

                                                                                                                                                                                                                                            Text Functions

                                                                                                                                                                                                                                            Lookup & Reference Function

                                                                                                                                                                                                                                            Logical Functions & Date and Time Functions

                                                                                                                                                                                                                                            Database Functions

                                                                                                                                                                                                                                            Statistical Functions

                                                                                                                                                                                                                                            Financial Functions

                                                                                                                                                                                                                                            Functions for Calculation Depreciation

                                                                                                                                                                                                                                        • MIS Reporting & Dash Board
                                                                                                                                                                                                                                          • Dashboard Background

                                                                                                                                                                                                                                            Dashboard Elements

                                                                                                                                                                                                                                            Interactive Dashboards

                                                                                                                                                                                                                                            Type of Reporting In India

                                                                                                                                                                                                                                            • Industry Related Dashboard
                                                                                                                                                                                                                                              • Indian Print Media Reporting
                                                                                                                                                                                                                                            • What is Macro
                                                                                                                                                                                                                                              • Understanding Macros

                                                                                                                                                                                                                                            • Recording a Macro
                                                                                                                                                                                                                                              • Recording a Macro

                                                                                                                                                                                                                                            • Different Components of a Macro
                                                                                                                                                                                                                                              • User Form



                                                                                                                                                                                                                                            • What is VBA and how to write macros in VBA.
                                                                                                                                                                                                                                              • Writing a simple macro

                                                                                                                                                                                                                                                Apply arithmetic operations on two cells using macros.

                                                                                                                                                                                                                                                How to align the text using macros.

                                                                                                                                                                                                                                                How to change the background color of the cells using macros.

                                                                                                                                                                                                                                                How to change the border color and style of the cells using macros.

                                                                                                                                                                                                                                                Use cell referencing using macros.

                                                                                                                                                                                                                                                How to copy the data from one cell and paste it into another.

                                                                                                                                                                                                                                                How to change the font color of the text in a cellusingmacros

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                                                                                                                                                                                                                                            • Introduction to Power BI
                                                                                                                                                                                                                                              • Overview of BI concepts

                                                                                                                                                                                                                                                Why we need BI

                                                                                                                                                                                                                                                Introduction to SSBI

                                                                                                                                                                                                                                                SSBI Tools

                                                                                                                                                                                                                                                Why Power BI

                                                                                                                                                                                                                                                What is Power BI

                                                                                                                                                                                                                                                Building Blocks of Power BI

                                                                                                                                                                                                                                                Getting started with Power BI Desktop

                                                                                                                                                                                                                                                Get Power BI Tools

                                                                                                                                                                                                                                                Introduction to Tools and Terminology

                                                                                                                                                                                                                                                Dashboard in Minutes

                                                                                                                                                                                                                                                Interacting with your Dashboards

                                                                                                                                                                                                                                                Sharing Dashboards and Reports

                                                                                                                                                                                                                                            • Power BI Desktop
                                                                                                                                                                                                                                              • Power BI Desktop

                                                                                                                                                                                                                                                Extracting data from various sources

                                                                                                                                                                                                                                                Workspaces in Power BI

                                                                                                                                                                                                                                            • Power BI Data Transformation
                                                                                                                                                                                                                                              • Data Transformation

                                                                                                                                                                                                                                                Query Editor

                                                                                                                                                                                                                                                Connecting Power BI Desktop to our Data Sources

                                                                                                                                                                                                                                                Editing Rows

                                                                                                                                                                                                                                                Understanding Append Queries

                                                                                                                                                                                                                                                Editing Columns

                                                                                                                                                                                                                                                Replacing Values

                                                                                                                                                                                                                                                Formatting Data

                                                                                                                                                                                                                                                Pivoting and Unpivoting Columns

                                                                                                                                                                                                                                                Splitting Columns

                                                                                                                                                                                                                                                Creating a New Group for our Queries

                                                                                                                                                                                                                                                Introducing the Star Schema

                                                                                                                                                                                                                                                Duplicating and Referencing Queries

                                                                                                                                                                                                                                                Creating the Dimension Tables

                                                                                                                                                                                                                                                Entering Data Manually

                                                                                                                                                                                                                                                Merging Queries

                                                                                                                                                                                                                                                Finishing the Dimension Table

                                                                                                                                                                                                                                                Introducing the another DimensionTable

                                                                                                                                                                                                                                                Creating an Index Column

                                                                                                                                                                                                                                                Duplicating Columns and Extracting Information

                                                                                                                                                                                                                                                Creating Conditional Columns

                                                                                                                                                                                                                                                Creating the FACT Table

                                                                                                                                                                                                                                                Performing Basic Mathematical Operations

                                                                                                                                                                                                                                                Improving Performance and Loading Data into the Data Model

                                                                                                                                                                                                                                            • Modelling with Power BI
                                                                                                                                                                                                                                              • Introduction to Modelling

                                                                                                                                                                                                                                                Modelling Data

                                                                                                                                                                                                                                                Manage Data Relationship

                                                                                                                                                                                                                                                Optimize Data Models

                                                                                                                                                                                                                                                Cardinality and Cross Filtering

                                                                                                                                                                                                                                                Default Summarization & Sort by

                                                                                                                                                                                                                                                Creating Calculated Columns

                                                                                                                                                                                                                                                Creating Measures & Quick Measures

                                                                                                                                                                                                                                            • Data Analysis Expressions (DAX)
                                                                                                                                                                                                                                              • What is DAX

                                                                                                                                                                                                                                                Data Types in DAX

                                                                                                                                                                                                                                                Calculation Types

                                                                                                                                                                                                                                                Syntax, Functions, Context Options

                                                                                                                                                                                                                                                DAX Functions

                                                                                                                                                                                                                                                Date and Time

                                                                                                                                                                                                                                                Time Intelligence





                                                                                                                                                                                                                                                Text and Aggregate

                                                                                                                                                                                                                                                Measures in DAX

                                                                                                                                                                                                                                                Measures and Calculated Columns

                                                                                                                                                                                                                                                ROW Context and Filter Context in DAX

                                                                                                                                                                                                                                                Operators in DAX - Real-time Usage

                                                                                                                                                                                                                                                Quick Measures in DAX - Auto validations

                                                                                                                                                                                                                                                In-Memory Processing DAX Performance

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

                                                                                                                                                                                                                                                What Are Custom Visuals

                                                                                                                                                                                                                                                Creating Visualisations and Colour Formatting

                                                                                                                                                                                                                                                Setting Sort Order

                                                                                                                                                                                                                                                Scatter & Bubble Charts & Play Axis

                                                                                                                                                                                                                                                Tooltips and Slicers, Timeline Slicers & Sync Slicers

                                                                                                                                                                                                                                                Cross Filtering and Highlighting

                                                                                                                                                                                                                                                Visual, Page and Report Level Filters

                                                                                                                                                                                                                                                Drill Down/Up

                                                                                                                                                                                                                                                Hierarchies and Reference/Constant Lines

                                                                                                                                                                                                                                                Tables, Matrices & Conditional Formatting

                                                                                                                                                                                                                                                KPI's, Cards & Gauges

                                                                                                                                                                                                                                                Map Visualizations

                                                                                                                                                                                                                                                Custom Visuals

                                                                                                                                                                                                                                                Managing and Arranging

                                                                                                                                                                                                                                                Drill through and Custom Report Themes

                                                                                                                                                                                                                                                Grouping and Binning and Selection Pane, Bookmarks & Buttons

                                                                                                                                                                                                                                                Data Binding and Power BI Report Server

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

                                                                                                                                                                                                                                                Creating Dashboards

                                                                                                                                                                                                                                                Conguring a Dashboard Dashboard Tiles, Pinning Tiles

                                                                                                                                                                                                                                                Power BI Q&A

                                                                                                                                                                                                                                                Quick Insights in Power BI

                                                                                                                                                                                                                                            • Direct Connectivity
                                                                                                                                                                                                                                              • Custom Data Gateways

                                                                                                                                                                                                                                                Exploring live connections to data with Power BI

                                                                                                                                                                                                                                                Connecting directly to SQL Server

                                                                                                                                                                                                                                                Connectivity with CSV & Text Files

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

                                                                                                                                                                                                                                                Content packs

                                                                                                                                                                                                                                                Update content packs

                                                                                                                                                                                                                                            • Publishing and Sharing
                                                                                                                                                                                                                                              • Introduction and Sharing Options Overview

                                                                                                                                                                                                                                                Publish from Power BI Desktop and Publish to Web

                                                                                                                                                                                                                                                Share Dashboard with Power BI Service

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

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

                                                                                                                                                                                                                                                Export Data from a Visualization

                                                                                                                                                                                                                                                Export to PowerPoint and Sharing Options Summary

                                                                                                                                                                                                                                            • Refreshing Datasets
                                                                                                                                                                                                                                              • Understanding Data Refresh

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

                                                                                                                                                                                                                                                Replacing a Dataset and Troubleshooting Refreshing

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                                                                                                                                                                                                                                            • Introduction to Machine Learning
                                                                                                                                                                                                                                              • What is Machine Learning

                                                                                                                                                                                                                                                Machine Learning Use-Cases

                                                                                                                                                                                                                                                Machine Learning Process Flow

                                                                                                                                                                                                                                                Machine Learning Categories

                                                                                                                                                                                                                                            • Supervised Learning
                                                                                                                                                                                                                                              • Classification and Regression

                                                                                                                                                                                                                                                Where we use classification model and where we use regression

                                                                                                                                                                                                                                                Regression Algorithms and its types

                                                                                                                                                                                                                                            • Regression Algorithm
                                                                                                                                                                                                                                              • Logistic Regression

                                                                                                                                                                                                                                                Evaluation Matrix of Regression Algorithm

                                                                                                                                                                                                                                            • Classification Algorithm
                                                                                                                                                                                                                                              • Implementing KNN

                                                                                                                                                                                                                                                Implementing Nave Bayes Classifier

                                                                                                                                                                                                                                                Implementation and Introduction to Decision Tree using CARTand ID3

                                                                                                                                                                                                                                                Introduction to Ensemble Learning

                                                                                                                                                                                                                                                Random Forest algorithm using bagging and boosting

                                                                                                                                                                                                                                                Evaluation Matrix of classification algorithms (confusion matrix, r2score, Accuracy,f1-score,recall and precision

                                                                                                                                                                                                                                            • Optimization Algorithm
                                                                                                                                                                                                                                              • Hyperparameter Optimization

                                                                                                                                                                                                                                                Grid Search vs. Random Search

                                                                                                                                                                                                                                            • Dimensionality Reduction
                                                                                                                                                                                                                                              • Introduction to Dimensionality

                                                                                                                                                                                                                                                Why Dimensionality Reduction


                                                                                                                                                                                                                                                Factor Analysis

                                                                                                                                                                                                                                                Scaling dimensional model



                                                                                                                                                                                                                                            • Unsupervised Learning
                                                                                                                                                                                                                                              • What is Clustering & its Use Cases

                                                                                                                                                                                                                                                What is K-means Clustering

                                                                                                                                                                                                                                                How does the K-means algorithm works

                                                                                                                                                                                                                                                How to do optimal clustering

                                                                                                                                                                                                                                                What is Hierarchical Clustering

                                                                                                                                                                                                                                                How does Hierarchical Clustering work

                                                                                                                                                                                                                                            • Association Rules Mining and Recommendation Systems
                                                                                                                                                                                                                                              • What are Association Rules

                                                                                                                                                                                                                                                Association Rule Parameters

                                                                                                                                                                                                                                                Calculating Association Rule Parameters

                                                                                                                                                                                                                                                Recommendation Engines

                                                                                                                                                                                                                                                How do Recommendation Engines work

                                                                                                                                                                                                                                                Collaborative Filtering

                                                                                                                                                                                                                                                Content-Based Filtering

                                                                                                                                                                                                                                                Association Algorithms

                                                                                                                                                                                                                                                Implementation of Apriori Association Algorithm

                                                                                                                                                                                                                                            • Reinforcement Learning
                                                                                                                                                                                                                                              • What is Reinforcement Learning

                                                                                                                                                                                                                                                Why Reinforcement Learning

                                                                                                                                                                                                                                                Elements of Reinforcement Learning

                                                                                                                                                                                                                                                Exploration vs. Exploitation dilemma

                                                                                                                                                                                                                                                Epsilon Greedy Algorithm

                                                                                                                                                                                                                                                Markov Decision Process (MDP)

                                                                                                                                                                                                                                                Q values and V values

                                                                                                                                                                                                                                                Q Learning


                                                                                                                                                                                                                                            • Time Series Analysis
                                                                                                                                                                                                                                              • What is Time Series Analysis

                                                                                                                                                                                                                                                Importance of TSA

                                                                                                                                                                                                                                                Components of TSA

                                                                                                                                                                                                                                            • Model Selection and Boosting
                                                                                                                                                                                                                                              • What is Model Selection

                                                                                                                                                                                                                                                Need for Model Selection

                                                                                                                                                                                                                                                Cross Validation

                                                                                                                                                                                                                                                What is Boosting

                                                                                                                                                                                                                                                How do Boosting Algorithms work

                                                                                                                                                                                                                                                Types of Boosting Algorithms

                                                                                                                                                                                                                                                Adaptive Boosting

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

                                                                                                                                                                                                                                                Need of Text Mining

                                                                                                                                                                                                                                                Natural Language Processing (NLP) in Text Mining

                                                                                                                                                                                                                                                Applications of Text Mining

                                                                                                                                                                                                                                                OS Module

                                                                                                                                                                                                                                                Reading, Writing to text and word files

                                                                                                                                                                                                                                                Setting the NLTK Environment

                                                                                                                                                                                                                                                Accessing the NLTK Corpora

                                                                                                                                                                                                                                            • Extracting, Cleaning and Preprocessing Text
                                                                                                                                                                                                                                              • Tokenization

                                                                                                                                                                                                                                                Frequency Distribution

                                                                                                                                                                                                                                                Different Types of Tokenizers

                                                                                                                                                                                                                                                Bigrams, Trigrams & Ngrams




                                                                                                                                                                                                                                                POS Tagging

                                                                                                                                                                                                                                                Named Entity Recognition

                                                                                                                                                                                                                                            • Analyzing Sentence Structure
                                                                                                                                                                                                                                              • Syntax Trees



                                                                                                                                                                                                                                                Context Free Grammars (CFG)

                                                                                                                                                                                                                                                Automating Text Paraphrasing

                                                                                                                                                                                                                                            • Text Classification - I
                                                                                                                                                                                                                                              • Machine Learning: Brush Up

                                                                                                                                                                                                                                                Bag of Words

                                                                                                                                                                                                                                                Count Vectorizer

                                                                                                                                                                                                                                                Term Frequency (TF)

                                                                                                                                                                                                                                                Inverse Document Frequency (IDF)

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

                                                                                                                                                                                                                                                Installing TensorFlow 2.x

                                                                                                                                                                                                                                                Defining Sequence model layers

                                                                                                                                                                                                                                                Activation Function

                                                                                                                                                                                                                                                Layer Types

                                                                                                                                                                                                                                                Model Compilation

                                                                                                                                                                                                                                                Model Optimizer

                                                                                                                                                                                                                                                Model Loss Function

                                                                                                                                                                                                                                                Model Training

                                                                                                                                                                                                                                                Digit Classification using Simple Neural Network in TensorFlow 2.x

                                                                                                                                                                                                                                                Improving the model

                                                                                                                                                                                                                                                Adding Hidden Layer

                                                                                                                                                                                                                                                Adding Dropout

                                                                                                                                                                                                                                                Using Adam Optimizer

                                                                                                                                                                                                                                            • Introduction to Deep Learning
                                                                                                                                                                                                                                              • What is Deep Learning

                                                                                                                                                                                                                                                Curse of Dimensionality

                                                                                                                                                                                                                                                Machine Learning vs. Deep Learning

                                                                                                                                                                                                                                                Use cases of Deep Learning

                                                                                                                                                                                                                                                Human Brain vs. Neural Network

                                                                                                                                                                                                                                                What is Perceptron

                                                                                                                                                                                                                                                Learning Rate


                                                                                                                                                                                                                                                Batch Size

                                                                                                                                                                                                                                                Activation Function

                                                                                                                                                                                                                                                Single Layer Perceptron

                                                                                                                                                                                                                                            • Neural Networks
                                                                                                                                                                                                                                              • What is NN

                                                                                                                                                                                                                                                Types of NN

                                                                                                                                                                                                                                                Creation of simple neural network using tensorflow

                                                                                                                                                                                                                                            • Convolution Neural Network
                                                                                                                                                                                                                                              • Image Classification Example

                                                                                                                                                                                                                                                What is Convolution

                                                                                                                                                                                                                                                Convolutional Layer Network

                                                                                                                                                                                                                                                Convolutional Layer


                                                                                                                                                                                                                                                ReLU Layer


                                                                                                                                                                                                                                                Data Flattening

                                                                                                                                                                                                                                                Fully Connected Layer

                                                                                                                                                                                                                                                Predicting a cat or a dog

                                                                                                                                                                                                                                                Saving and Loading a Model

                                                                                                                                                                                                                                                Face Detection using OpenCV

                                                                                                                                                                                                                                            • Image Processing and Computer Vision
                                                                                                                                                                                                                                              • Introduction to Vision

                                                                                                                                                                                                                                                Importance of Image Processing

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

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

                                                                                                                                                                                                                                                Noise Reduction Moving Average & 2D Moving Average

                                                                                                                                                                                                                                                Image Filtering Linear & Gaussian Filtering

                                                                                                                                                                                                                                                Disadvantage of Correlation Filter

                                                                                                                                                                                                                                                Introduction to Convolution

                                                                                                                                                                                                                                                Boundary Effects Zero, Wrap, Clamp & Mirror

                                                                                                                                                                                                                                                Image Sharpening

                                                                                                                                                                                                                                                Template Matching

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

                                                                                                                                                                                                                                                Effect of Noise

                                                                                                                                                                                                                                                Laplacian Filter

                                                                                                                                                                                                                                                Smoothing with Gaussian

                                                                                                                                                                                                                                                LOG Filter Blob Detection

                                                                                                                                                                                                                                                Noise Reduction using Salt & Pepper Noise using Gaussian Filter

                                                                                                                                                                                                                                                Nonlinear Filters

                                                                                                                                                                                                                                                Bilateral Filters

                                                                                                                                                                                                                                                Canny Edge Detector - Non Maximum Suppression, Hysteresis Thresholding

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

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

                                                                                                                                                                                                                                                Introduction to the dnn module

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

                                                                                                                                                                                                                                                    OpenVINO Toolkit

                                                                                                                                                                                                                                                    • Introduction
                                                                                                                                                                                                                                                      • Model Optimization of pre-trained models
                                                                                                                                                                                                                                                        • Inference Engine and Deployment process
                                                                                                                                                                                                                                                      • Regional CNN
                                                                                                                                                                                                                                                        • Regional-CNN

                                                                                                                                                                                                                                                          Selective Search Algorithm

                                                                                                                                                                                                                                                          Bounding Box Regression

                                                                                                                                                                                                                                                          SVM in RCNN

                                                                                                                                                                                                                                                          Pre-trained Model

                                                                                                                                                                                                                                                          Model Accuracy

                                                                                                                                                                                                                                                          Model Inference Time

                                                                                                                                                                                                                                                          Model Size Comparison

                                                                                                                                                                                                                                                          Transfer Learning

                                                                                                                                                                                                                                                          Object Detection Evaluation



                                                                                                                                                                                                                                                          RCNN Speed Bottleneck

                                                                                                                                                                                                                                                          Fast R-CNN

                                                                                                                                                                                                                                                          RoI Pooling

                                                                                                                                                                                                                                                          Fast R-CNN Speed Bottleneck

                                                                                                                                                                                                                                                          Faster R-CNN

                                                                                                                                                                                                                                                          Feature Pyramid Network (FPN)

                                                                                                                                                                                                                                                          Regional Proposal Network (RPN)

                                                                                                                                                                                                                                                          Mask R-CNN

                                                                                                                                                                                                                                                      • Introduction to RNN and GRU
                                                                                                                                                                                                                                                        • Issues with Feed Forward Network

                                                                                                                                                                                                                                                          Recurrent Neural Network (RNN)

                                                                                                                                                                                                                                                          Architecture of RNN

                                                                                                                                                                                                                                                          Calculation in RNN

                                                                                                                                                                                                                                                          Backpropagation and Loss calculation

                                                                                                                                                                                                                                                          Applications of RNN

                                                                                                                                                                                                                                                          Vanishing Gradient

                                                                                                                                                                                                                                                          Exploding Gradient

                                                                                                                                                                                                                                                          What is GRU

                                                                                                                                                                                                                                                          Components of GRU

                                                                                                                                                                                                                                                          Update gate

                                                                                                                                                                                                                                                          Reset gate

                                                                                                                                                                                                                                                          Current memory content

                                                                                                                                                                                                                                                          Final memory at current time step

                                                                                                                                                                                                                                                      • RNN, LSTM
                                                                                                                                                                                                                                                        • What is LSTM

                                                                                                                                                                                                                                                          Structure of LSTM

                                                                                                                                                                                                                                                          Forget Gate

                                                                                                                                                                                                                                                          Input Gate

                                                                                                                                                                                                                                                          Output Gate

                                                                                                                                                                                                                                                          LSTM architecture

                                                                                                                                                                                                                                                          Types of Sequence-Based Model

                                                                                                                                                                                                                                                          Sequence Prediction

                                                                                                                                                                                                                                                          Sequence Classification

                                                                                                                                                                                                                                                          Sequence Generation

                                                                                                                                                                                                                                                          Types of LSTM

                                                                                                                                                                                                                                                          Vanilla LSTM

                                                                                                                                                                                                                                                          Stacked LSTM

                                                                                                                                                                                                                                                          CNN LSTM

                                                                                                                                                                                                                                                          Bidirectional LSTM

                                                                                                                                                                                                                                                          How to increase the efficiency of the model

                                                                                                                                                                                                                                                          Backpropagation through time

                                                                                                                                                                                                                                                          Workflow of BPTT

                                                                                                                                                                                                                                                      • Faster Object Detection Algorithm
                                                                                                                                                                                                                                                        • YOLO v3

                                                                                                                                                                                                                                                          YOLO v4




                                                                                                                                                                                                                                                          Fast R-CNN

                                                                                                                                                                                                                                                          Faster R-CNN

                                                                                                                                                                                                                                                          Mask R-CNN

                                                                                                                                                                                                                                                      • BERT Algorithm
                                                                                                                                                                                                                                                        • What is BERT

                                                                                                                                                                                                                                                          Brief on types of BERT

                                                                                                                                                                                                                                                          Applications of BERT

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                                                                                                                                                                                                                                                      • Understanding ChatGPT
                                                                                                                                                                                                                                                        • Introduction to Generative AI

                                                                                                                                                                                                                                                          Introduction to ChatGPT and OpenAI

                                                                                                                                                                                                                                                          Unleashing the Power of ChatGPT

                                                                                                                                                                                                                                                          The Applications of ChatGPT

                                                                                                                                                                                                                                                          Human-AI Collaboration and the Future

                                                                                                                                                                                                                                                          Engaging with ChatGPT

                                                                                                                                                                                                                                                          Wrapping Up and Looking Ahead

                                                                                                                                                                                                                                                      • ChatGPT for Productivity
                                                                                                                                                                                                                                                        • Leveraging ChatGPT for Productivity

                                                                                                                                                                                                                                                          Mastering Excel through ChatGPT

                                                                                                                                                                                                                                                          Becoming a Data Scientist using ChatGPT

                                                                                                                                                                                                                                                          Data Analysis in PowerBI with ChatGPT

                                                                                                                                                                                                                                                          Creating a Content Marketing Plan

                                                                                                                                                                                                                                                          Social Media Marketing using ChatGPT

                                                                                                                                                                                                                                                          Keyword Search and SEO using ChatGPT

                                                                                                                                                                                                                                                          Generating Content using ChatGPT

                                                                                                                                                                                                                                                          Implementing ChatGPT for Customer Service

                                                                                                                                                                                                                                                          Email Marketing using ChatGPT

                                                                                                                                                                                                                                                          Developing a Project Management Plan using ChatGPT

                                                                                                                                                                                                                                                      • ChatGPT for Developers and Exploring ChatGPT API
                                                                                                                                                                                                                                                        • ChatGPT for Creating Programs

                                                                                                                                                                                                                                                          ChatGPT for Debugging

                                                                                                                                                                                                                                                          ChatGPT for Integrating New Features

                                                                                                                                                                                                                                                          ChatGPT for Testing

                                                                                                                                                                                                                                                          Introducing OpenAI and ChatGPT API

                                                                                                                                                                                                                                                      • Developing Web Application using ChatGPT
                                                                                                                                                                                                                                                        • Building web development architecture

                                                                                                                                                                                                                                                          Building backend server

                                                                                                                                                                                                                                                          Setting up the database

                                                                                                                                                                                                                                                          Setting up a React-based client-side application

                                                                                                                                                                                                                                                          Writing user API requests to MongoDB with Express and React

                                                                                                                                                                                                                                                          Fetching and updating the database with MongoDB API and routing with Express

                                                                                                                                                                                                                                                          Routing to React-based client-side application

                                                                                                                                                                                                                                                          Debugging and client-side coding

                                                                                                                                                                                                                                                          Building a BMI Calculation application

                                                                                                                                                                                                                                                          Building a website and create landing page content using ChatGPT

                                                                                                                                                                                                                                                      • GPT models
                                                                                                                                                                                                                                                        • Transformers (Encoder - Decoder Model by doing away from RNN variants)

                                                                                                                                                                                                                                                          Bidirectional Encoder Representation from Transformer (BERT)

                                                                                                                                                                                                                                                          OpenAI GPT-2 & GPT-3 Models (Generative Pre-Training)

                                                                                                                                                                                                                                                          Text Summarization with T5

                                                                                                                                                                                                                                                          Configurations of BERT

                                                                                                                                                                                                                                                          Pre-Training the BERT Model

                                                                                                                                                                                                                                                          ALBERT, RoBERTa, ELECTRA, SpanBERT, DistilBERT, TinyBERT

                                                                                                                                                                                                                                                      • Deep RNN and Deep LSTM
                                                                                                                                                                                                                                                        • Introduction to LSTM Architecture

                                                                                                                                                                                                                                                          Importance of Cell State, Input Gate, Output Gate, Forget Gate, Sigmoid and Tanh

                                                                                                                                                                                                                                                          Mathematical Calculations to Process Data in LSTM

                                                                                                                                                                                                                                                          RNN vs LSTM - Bidirectional vs Deep Bidirectional RNN

                                                                                                                                                                                                                                                          Deep RNN vs Deep LSTM

                                                                                                                                                                                                                                                      • Autoncoders
                                                                                                                                                                                                                                                        • Autoencoders

                                                                                                                                                                                                                                                          • Intuition
                                                                                                                                                                                                                                                            • Comparison with other Encoders (MP3 and JPEG)
                                                                                                                                                                                                                                                              • Implementation in Keras

                                                                                                                                                                                                                                                                Deep AutoEncoders

                                                                                                                                                                                                                                                                • Intuition
                                                                                                                                                                                                                                                                  • Implementing DAE in Keras

                                                                                                                                                                                                                                                                    Convolutional Autoencoders

                                                                                                                                                                                                                                                                    • Intuition
                                                                                                                                                                                                                                                                      • Implementation in Keras

                                                                                                                                                                                                                                                                        Variational Autoencoders

                                                                                                                                                                                                                                                                        • IntuitionImplementation in Keras

                                                                                                                                                                                                                                                                          Introduction to Restricted Boltzmann Machines - Energy Function, Schematic implementation, Implementation in TensorFlow

                                                                                                                                                                                                                                                                      • DBN Architecture
                                                                                                                                                                                                                                                                        • Introduction to DBN

                                                                                                                                                                                                                                                                          Architecture of DBN

                                                                                                                                                                                                                                                                          Applications of DBN

                                                                                                                                                                                                                                                                          DBN in Real World

                                                                                                                                                                                                                                                                      • Generative Adversarial Networks GAN
                                                                                                                                                                                                                                                                        • Introduction to Generative Adversarial Networks (GANS)

                                                                                                                                                                                                                                                                          Data Analysis and Pre-Processing

                                                                                                                                                                                                                                                                          Building Model

                                                                                                                                                                                                                                                                          Model Inputs and Hyperparameters

                                                                                                                                                                                                                                                                          Model losses

                                                                                                                                                                                                                                                                          Implementation of GANs

                                                                                                                                                                                                                                                                          Defining the Generator and Discriminator

                                                                                                                                                                                                                                                                          Generator Samples from Training

                                                                                                                                                                                                                                                                          Model Optimizer

                                                                                                                                                                                                                                                                          Discriminator and Generator Losses

                                                                                                                                                                                                                                                                          Sampling from the Generator

                                                                                                                                                                                                                                                                          Advanced Applications of GANS

                                                                                                                                                                                                                                                                          • Pix2pixHD
                                                                                                                                                                                                                                                                            • CycleGAN
                                                                                                                                                                                                                                                                              • StackGAN++ (Generation of photo-realistic images)
                                                                                                                                                                                                                                                                                • GANs for 3D data synthesis
                                                                                                                                                                                                                                                                                  • Speech quality enhancement with SEGAN
                                                                                                                                                                                                                                                                                • SRGAN
                                                                                                                                                                                                                                                                                  • Introduction to SRGAN

                                                                                                                                                                                                                                                                                    Network Architecture - Generator, Discriminator

                                                                                                                                                                                                                                                                                    Loss Function - Discriminator Loss & Generator Loss

                                                                                                                                                                                                                                                                                    Implementation of SRGAN in Keras

                                                                                                                                                                                                                                                                                • Q-Learning Type of Reinforcement Learning
                                                                                                                                                                                                                                                                                  • Reinforcement Learning

                                                                                                                                                                                                                                                                                    Deep Reinforcement Learning vs Atari Games

                                                                                                                                                                                                                                                                                    Maximizing Future Rewards

                                                                                                                                                                                                                                                                                    Policy vs Values Learning

                                                                                                                                                                                                                                                                                    Balancing Exploration With Exploitation

                                                                                                                                                                                                                                                                                    Experience Replay, or the Value of Experience

                                                                                                                                                                                                                                                                                    Q-Learning and Deep Q-Network as a Q-Function

                                                                                                                                                                                                                                                                                    Improving and Moving Beyond DQN

                                                                                                                                                                                                                                                                                    Keras Deep Q-Network

                                                                                                                                                                                                                                                                                • Speech to Text Building
                                                                                                                                                                                                                                                                                  • Speech Recognition Pipeline



                                                                                                                                                                                                                                                                                    Acoustic Model

                                                                                                                                                                                                                                                                                    Deep Learning Models


                                                                                                                                                                                                                                                                                • Chatbot Building
                                                                                                                                                                                                                                                                                  • Introduction to Chatbot

                                                                                                                                                                                                                                                                                    NLP Implementation in Chatbot

                                                                                                                                                                                                                                                                                    Integrating and implementing Neural Networks Chatbot

                                                                                                                                                                                                                                                                                    Introduction to Sequence to Sequence models and Attention

                                                                                                                                                                                                                                                                                    • Transformers and it applications
                                                                                                                                                                                                                                                                                      • Transformers language models
                                                                                                                                                                                                                                                                                        • BERT
                                                                                                                                                                                                                                                                                          • Transformer-XL (pretrained model: transfo-xl-wt103)
                                                                                                                                                                                                                                                                                            • XLNet

                                                                                                                                                                                                                                                                                              Building a Retrieval Based Chatbot

                                                                                                                                                                                                                                                                                              Deploying Chatbot in Various Platforms

                                                                                                                                                                                                                                                                                          • Auto ML
                                                                                                                                                                                                                                                                                            • AutoML Methods

                                                                                                                                                                                                                                                                                              • Meta-Learning
                                                                                                                                                                                                                                                                                                • Hyperparameter Optimization
                                                                                                                                                                                                                                                                                                  • Neural Architecture Search
                                                                                                                                                                                                                                                                                                    • Network Architecture Search

                                                                                                                                                                                                                                                                                                      AutoML Systems

                                                                                                                                                                                                                                                                                                      • MLBox
                                                                                                                                                                                                                                                                                                        • Auto-Net 1.0 & 2.0
                                                                                                                                                                                                                                                                                                          • Hyperas

                                                                                                                                                                                                                                                                                                            AutoML on Cloud - AWS

                                                                                                                                                                                                                                                                                                            • Amazon SageMaker
                                                                                                                                                                                                                                                                                                              • Sagemaker Notebook Instance for Model Development, Training and Deployment
                                                                                                                                                                                                                                                                                                                • XG Boost Classification Model
                                                                                                                                                                                                                                                                                                                  • Training Jobs
                                                                                                                                                                                                                                                                                                                    • Hyperparameter Tuning Jobs

                                                                                                                                                                                                                                                                                                                      AutoML on Cloud - Azure

                                                                                                                                                                                                                                                                                                                      • Workspace
                                                                                                                                                                                                                                                                                                                        • Environment
                                                                                                                                                                                                                                                                                                                          • Compute Instance
                                                                                                                                                                                                                                                                                                                            • Compute Targets
                                                                                                                                                                                                                                                                                                                              • Automatic Featurization
                                                                                                                                                                                                                                                                                                                                • AutoML and ONNX
                                                                                                                                                                                                                                                                                                                              • Explainable AI
                                                                                                                                                                                                                                                                                                                                • Introduction to XAI - Explainable Artificial Intelligence

                                                                                                                                                                                                                                                                                                                                  Why do we need it

                                                                                                                                                                                                                                                                                                                                  Levels of Explainability

                                                                                                                                                                                                                                                                                                                                  • Direct Explainability
                                                                                                                                                                                                                                                                                                                                    • Simulatability
                                                                                                                                                                                                                                                                                                                                      • Decomposability
                                                                                                                                                                                                                                                                                                                                        • Algorithmic Transparency
                                                                                                                                                                                                                                                                                                                                          • Post-hoc Explainability
                                                                                                                                                                                                                                                                                                                                            • Model-Agnostic Algorithms
                                                                                                                                                                                                                                                                                                                                              • Explanation by simplification (Local Interpretable Model-Agnostic Explanations (LIME))
                                                                                                                                                                                                                                                                                                                                                • Feature relevance explanation
                                                                                                                                                                                                                                                                                                                                                  • SHAP
                                                                                                                                                                                                                                                                                                                                                    • QII
                                                                                                                                                                                                                                                                                                                                                      • SA
                                                                                                                                                                                                                                                                                                                                                        • ASTRID
                                                                                                                                                                                                                                                                                                                                                          • XAI
                                                                                                                                                                                                                                                                                                                                                            • Visual Explanations

                                                                                                                                                                                                                                                                                                                                                              General AI vs Symbolic Al vs Deep Learning

                                                                                                                                                                                                                                                                                                                                                          • Generative AI Prompt Engineering and LLM
                                                                                                                                                                                                                                                                                                                                                            • Generative AI

                                                                                                                                                                                                                                                                                                                                                              • Creative Applications
                                                                                                                                                                                                                                                                                                                                                                • Data Augmentation

                                                                                                                                                                                                                                                                                                                                                                  Diffusion Models

                                                                                                                                                                                                                                                                                                                                                                  • Realistic Data Generation
                                                                                                                                                                                                                                                                                                                                                                    • Applications Beyond Text
                                                                                                                                                                                                                                                                                                                                                                      • LLM
                                                                                                                                                                                                                                                                                                                                                                        • Prompt Engineering
                                                                                                                                                                                                                                                                                                                                                                          • Fine-Tuning for Specific Tasks
                                                                                                                                                                                                                                                                                                                                                                            • Mitigating Bias and Ethical Concerns
                                                                                                                                                                                                                                                                                                                                                                              • Tailoring to Domain-Specific Contexts
                                                                                                                                                                                                                                                                                                                                                                                • Building AI application with Gradio
                                                                                                                                                                                                                                                                                                                                                                                  • Large language Model with Semantic Search
                                                                                                                                                                                                                                                                                                                                                                                    • Pair Programming with Large Language Model
                                                                                                                                                                                                                                                                                                                                                                                      • Understanding and Applying Text Embedding
                                                                                                                                                                                                                                                                                                                                                                                        • LLMOps Vs DevOps
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                                                                                                                                                                                                                                                                                                                                                                                      • Introduction to Cloud Computing
                                                                                                                                                                                                                                                                                                                                                                                        • In this module, you will learn what Cloud Computing is and what are the different models of Cloud Computing along with the key differentiators of different models. We will also introduce you to virtual world of AWS along with AWS key vocabulary, services and concepts.

                                                                                                                                                                                                                                                                                                                                                                                          • A Short history
                                                                                                                                                                                                                                                                                                                                                                                            • Client Server Computing Concepts
                                                                                                                                                                                                                                                                                                                                                                                              • Challenges with Distributed Computing
                                                                                                                                                                                                                                                                                                                                                                                                • Introduction to Cloud Computing
                                                                                                                                                                                                                                                                                                                                                                                                  • Why Cloud Computing
                                                                                                                                                                                                                                                                                                                                                                                                    • Benefits of Cloud Computing
                                                                                                                                                                                                                                                                                                                                                                                                  • Amazon EC2 and Amazon EBS
                                                                                                                                                                                                                                                                                                                                                                                                    • In this module, you will learn about the introduction to compute offering from AWS called EC2. We will cover different instance types and Amazon AMIs. A demo on launching an AWS EC2 instance, connect with an instance and host ing a website on AWS EC2 instance. We will also cover EBS storage Architecture (AWS persistent storage) and the concepts of AMI and snapshots.

                                                                                                                                                                                                                                                                                                                                                                                                      • Amazon EC2
                                                                                                                                                                                                                                                                                                                                                                                                        • EC2 Pricing
                                                                                                                                                                                                                                                                                                                                                                                                          • EC2 Type
                                                                                                                                                                                                                                                                                                                                                                                                            • Installation of Web server and manage like (Apache/ Nginx)
                                                                                                                                                                                                                                                                                                                                                                                                              • Demo of AMI Creation
                                                                                                                                                                                                                                                                                                                                                                                                                • Exercise
                                                                                                                                                                                                                                                                                                                                                                                                                  • Hands on both Linux and Windows
                                                                                                                                                                                                                                                                                                                                                                                                                • Amazon Storage Services S3 (Simple Storage Services)
                                                                                                                                                                                                                                                                                                                                                                                                                  • In this module, you will learn how AWS provides various kinds of scalable storage services. In this module, we will cover different storage services like S3, Glacier, Versioning, and learn how to host a static website on AWS.

                                                                                                                                                                                                                                                                                                                                                                                                                    • Versioning
                                                                                                                                                                                                                                                                                                                                                                                                                      • Static website
                                                                                                                                                                                                                                                                                                                                                                                                                        • Policy
                                                                                                                                                                                                                                                                                                                                                                                                                          • Permission
                                                                                                                                                                                                                                                                                                                                                                                                                            • Cross region Replication
                                                                                                                                                                                                                                                                                                                                                                                                                              • AWS-CLI
                                                                                                                                                                                                                                                                                                                                                                                                                                • Life cycle
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Classes of Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                    • AWS CloudFront
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Real scenario Practical
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Hands-on all above
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Cloud Watch & SNS
                                                                                                                                                                                                                                                                                                                                                                                                                                        • In this module, you will learn how to monitoring AWS resources and setting up alerts and notifications for AWS resources and AWS usage billing with AWS CloudWatch and SNS.

                                                                                                                                                                                                                                                                                                                                                                                                                                          • Amazon Cloud Watch
                                                                                                                                                                                                                                                                                                                                                                                                                                            • SNS - Simple Notification Services
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Cloud Watch with Agent
                                                                                                                                                                                                                                                                                                                                                                                                                                            • Scaling and Load Distribution in AWS
                                                                                                                                                                                                                                                                                                                                                                                                                                              • In this module, you will learn about 'Scaling' and 'Load distribution techniques' in AWS. This module also includes a demo of Load distribution & Scaling your resources horizontally based on time or activity.

                                                                                                                                                                                                                                                                                                                                                                                                                                                • Amazon Auto Scaling
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Auto scaling policy with real scenario based
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Type of Load Balancer
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hands on with scenario based
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • AWS VPC
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • In this module, you will learn introduction to Amazon Virtual Private Cloud. We will cover how you can make public and private subnet with AWS VPC. A demo on creating VPC. We will also cover overview of AWS Route 53.

                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Amazon VPC with subnets
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Gateways
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Route Tables
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Subnet
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Cross region Peering
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Identity and Access Management Techniques (IAM)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • In this module, you will learn how to achieve distribution of access control with AWS using IAM.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Amazon IAM

                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • add users to groups,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • manage passwords,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • log in with IAM-created users.





                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Amazon Relational Database Service (RDS)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • In this module, you will learn how to manage relational database service of AWS called RDS.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Amazon RDS
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Type of RDS
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • RDS Failover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • RDS Subnet
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • RDS Migration
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Dynamo DB (No SQL DB)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Redshift Cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SQL workbench
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • JDBC / ODBC
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Multiple AWS Services and Managing the Resources' Lifecycle
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • In this module, you will get an overview of multiple AWS services. We will talk about how do you manage life cycle of AWS resources and follow the DevOps model in AWS. We will also talk about notification and email service of AWS along with Content Distribution Service in this module.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Cloud Trail,
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • AWS Architecture and Design
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • In this module, you will cover various architecture and design aspects of AWS. We will also cover the cost planning and optimization techniques along with AWS security best practices, High Availability (HA) and Disaster Recovery (DR) in AWS.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • AWS High Availability Design
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • AWS Best Practices (Cost +Security)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • AWS Calculator & Consolidated Billing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Migrating to Cloud & AWS
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Router S3 DNS
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Public DNS

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Private DNS

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Routing policy


                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Register DNS

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Work with third party DNS as well

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Cloud Formation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Stack


                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Json / Ymal

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Elastic Beanstalk
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • EFS / NFS (hands-on practice)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Hands-on practice on various Topics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Linux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Installation of Linux



                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Installation of app on Linux (apache / Nginx etc)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  AWS cli configuration on Linux

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Complete hands-on on Linux.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Scenario based lab and practical

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Each topic and services will be cover with lab and theory.

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