Module 1: Introduction to Python

Module 2: Writing and Executing Your First Python Program

Module 3: Python Language Fundamentals

Module 5: Python Conditional Statements

Module 6: Looping Statements

Module 4: Standard Data Types

Module 7: String Handling

Module 8: Python List

Module 10: Python Set

Module 9: Python Tuple

Module 11: Python Dictionary

Module 12: Python Functions

Module 13: Modules & Packages

Module 14: File I/O

Module 15: Object Oriented Programming

Module 16: Exception Handling

Module 17: Regular Expressions (Regex)

PYTHON

Module 1 Introduction to Python (Assignment Questions)

Module 2 Writing and Executing Your First Python Program (Assignment Questions)

Module 3 Python Language Fundamentals(Assignment Questions)

Module 4 Standard Data Types (Assignment Questions)

Module 5 Python Conditional Statements (Assignment Questions)

Module 6 Looping Statements (Assignment Questions)

Module 7 String Handling (Assignment Questions)

Module 8 Python List (Assignment Questions)

Module 9 Python Tuple (Assignment Questions)

Module 10 Python Set & Frozenset (Assignment Questions)

Module 11 Python Dictionary (Assignment Questions)

Module 12 Python Functions (Assignment Questions)

Module 13 Modules & Packages (Assignment Questions)

Module 14 File IO (Assignment Questions)

Module 15 Object Oriented Programming (Assignment Questions)

Module 16 Exception Handling (Assignment Questions)

Module 17 Regular Expressions (Regex) (Assignment Questions)

Module 1: SQL Basics

Module 2: DML, DDL & DQL

Module 3: SQL Constraints

Module 4: Querying Data

Module 5: SQL Joins

Module 6: SQL Functions

Module 7: Aggregate Functions and Grouping

Module 8: Subqueries and Nested Queries

Module 9: Window Functions

Module 10: Indexing and Performance Optimization

Module 11: Data Warehousing Concepts

Module 1 SQL Basics (Assignment Questions)

Module 2 DML, DDL & DQL (Assignment Questions)

Module 3 SQL Constraints (Assignment Questions)

Module 4 Querying Data Assignment Questions

Module 5 SQL Joins (Assignment Questions)

Module 6 SQL Functions (Assignment Questions)

Module 7 Aggregate Functions and Grouping (Assignment Questions)

Module 8 Subqueries and Nested Queries (Assignment Questions)

Module 9 Window Functions (Assignment Questions)

Module 10 Indexing and Performance Optimization (Assignment Questions)

Module 11 Data Warehousing Concepts (Assignment Questions)

SQL (Structured Query Language)

Module 1: NumPy for Numerical Computing

Module 2: Pandas for Data Manipulation

Module 3: Data Visualization with Matplotlib

Module 4:Data Visualization with Seaborn

Module 5: Practical Applications and Case Studies

Module 1 NumPy for Numerical Computing(Assignment Questions)

Module 2 Pandas for Data Manipulation (Assignment Questions)

Module 3 Data Visualization with Matplotlib (Assignment Questions)

Module 4 Data Visualization with Seaborn (Assignment Questions)

Module 5 Practical Applications and Case Studies (Assignment Questions)

PYTHON LIBRARIES

Module 1: Introduction to Statistics

Module 2: Understanding Population and Samples

Module 3: Measures of Central Tendency and Dispersion

Module 4: Probability and Probability Distributions

Module 5: Hypothesis Testing

Module 1 Introduction to Statistics (Assignment Questions)

Module 2 Understanding Population and Samples (Assignment Questions)

Module 3 Measures of Central Tendency and Dispersion (Assignment Questions)

Module 4 Probability and Probability Distributions (Assignment Questions)

Module 5 Hypothesis Testing (Assignment Questions)

STATISTICS

Module 1: Introduction to Machine Learning

Module 2: Supervised Learning

Module 3: Unsupervised Learning

Module 4: Support Vector Machines (SVM)

Module 5: Decision Tree Classification

Module 6: Ensemble Learning

Module 7: Model Selection Techniques

Module 8: Recommendation Systems

Module 9: Text Analysis

Module 10: Dimensionality Reduction

Module 11: OpenCV

Module 1 Introduction to Machine Learning (Assignment Questions)

Module 2 Supervised Learning (Assignment Questions)

Module 3 Unsupervised Learning (Assignment Questions)

Module 4 Support Vector Machines (SVM) (Assignment Questions)

Module 5 Decision Tree Classification (Assignment Questions)

Module 6 Ensemble Learning (Assignment Questions)

Module 7 Model Selection Techniques (Assignment Questions)

Module 8 Recommendation Systems (Assignment Questions)

Module 9 Text Analysis (Assignment Questions)

Module 10 Dimensionality Reduction (Assignment Questions)

Module 11 OpenCV (Assignment Questions)

MACHINE LEARNING

Module 1: Introduction to Artificial Neural Networks

Module 2: Introduction to Deep Learning

Module 3: TensorFlow Basics

Module 4: Optimizers

Module 5: Activation Functions

Module 6: Building Artificial Neural Networks

Module 7: Modern Deep Learning Optimizers and Regularization

Module 8: Building Deep Neural Networks Using Keras

Module 9: Convolutional Neural Networks (CNNs)

Module 10: Word Embedding

Module 11: Recurrent Neural Networks (RNNs)

Module 12: Generative Adversarial Networks (GANs)

Module 13: Speech Recognition APIs

Module 1 Introduction to Artificial Neural Networks (Assignment Questions)

Module 2 Introduction to Deep Learning (Assignment Questions)

Module 3 TensorFlow Basics (Assignment Questions)

Module 4 Optimizers (Assignment Questions)

Module 5 Activation Functions (Assignment Questions)

Module 6 Building Artificial Neural Networks (Assignment Questions)

Module 7 Modern Deep Learning Optimizers and Regularization (Assignment Questions)

Module 9 Convolutional Neural Networks (CNNs) (Assignment Questions)

Module 10 Word Embedding (Assignment Questions)

Module 11 Recurrent Neural Networks (RNNs) (Assignment Questions)

Module 8 Building Deep Neural Networks Using Keras (Assignment Questions)

Module 12 Generative Adversarial Networks (GANs) (Assignment Questions)

Module 13 Speech Recognition APIs (Assignment Questions)

Deep Learning & Neural Networks

Choose (Any 2)

Module 1: Excel Basics and Customization

Module 2: Advanced Functions and Formulas

Module 3: Data Validation Techniques

Module 4: Data Organization and Analysis

Module 5: Power Functions for Data Analytics

Module 6: Data Visualization Techniques

Module 7: Macros and Automation

Module 8: What-If Analysis Tools

Module 9: New Features and Enhancements in Excel

Module 1 Excel Basics and Customization (Assignment Questions)

Module 2 Advanced Functions and Formulas (Assignment Questions)

Module 3 Data Validation Techniques (Assignment Questions)

Module 4 Data Organization and Analysis (Assignment Questions)

Module 5 Power Functions for Data Analytics (Assignment Questions)

Module 6 Data Visualization Techniques (Assignment Questions)

Module 7 Macros and Automation (Assignment questions)

Module 8 What-If Analysis Tools (Assignment Questions)

Module 9 New Features and Enhancements in Excel (Assignment Questions)

ADVANCE EXCEL

Module 1: Introduction to VBA

Module 2: Automating Data Tasks with Macros

Module 3: Fundamental VBA Programming Concepts

Module 4: Working with Excel Objects

Module 5: Data Cleaning and Transformation

Module 6: Advanced Data Manipulation Techniques

Module 7: User-Defined Functions (UDFs) for Data Analysis

Module 8: Data Visualization and Reporting

Module 1 Introduction to VBA (Assignment Questions)

Module 2 Automating Data Tasks with Macros (Assignment Questions)

Module 3 Fundamental VBA Programming Concepts (Assignment Questions)

Module 4 Working with Excel Objects (Assignment Questions)

Module 5 Data Cleaning and Transformation (Assignment Questions)

Module 6 Advanced Data Manipulation Techniques (Assignment Questions)

Module 7 User-Defined Functions (UDFs) for Data Analysis (Assignment Questions)

Module 8 Data Visualization and Reporting (Assignment Questions)

VBA (Visual Basic for Applications)

Module 1: Tableau Overview

Module 2: Data Sources

Module 3: Worksheets

Module 4: Calculations

Module 5: Sorting & Filtering

Module 6: Data Visualization

Module 7: Projects

Module 1 Tableau Overview (Assignment Questions)

Module 2 Data Sources (Assignment Questions)

Module 3 Worksheets (Assignment Questions)

Module 4 Calculations (Assignment Questions)

Module 5 Sorting & Filtering (Assignment Questions)

Module 6 Data Visualization (Assignment Questions)

Tableau

Data Science Using Python(Final Quiz)

Data Science Final Test