Week-1. Introduction to Python

Installing Python, Jupyter Notebook, IDEs (VS Code, PyCharm), Writing and Running Scripts

Week-2. Python Fundamentals

Syntax, Variables, Data Types (int, float, string, boolean)

Week-3. Operators & Expressions

Arithmetic, Comparison, Logical, Bitwise, Assignment Operators

Week-4. Control Flow

Conditional Statements (if-else), Loops (for, while), Loop Control Statements (break, continue, pass)

Week-5. Functions & Modules

Defining Functions, Arguments & Parameters, Lambda Functions, Importing Modules

Week-6. Lists & Tuples

List Operations, List Comprehensions, Tuples, Unpacking

Week-7. Dictionaries & Sets

Dictionary Methods, Set Operations, Dictionary Comprehensions

Week-8. File Handling

Reading & Writing Files, Working with CSV & JSON, Exception Handling

Week-9. Classes & Objects

Creating Classes, Instance vs Class Variables, Methods

Week-10. OOP Principles

Inheritance, Polymorphism, Encapsulation, Abstract Classes

Week-11. Advanced OOP

Magic Methods, Operator Overloading, Method Resolution Order (MRO)

Week-12. Decorators & Generators

Function Decorators, Class Decorators, Yield & Generator Functions

Week-13. Multithreading & Multiprocessing

Threading Basics, Global Interpreter Lock (GIL), Multiprocessing Module

Week-14. NumPy Basics

Arrays, Indexing, Slicing, Broadcasting, Vectorized Operations

Week-15. Pandas for Data Analysis

DataFrames, Series, GroupBy, Merging, Pivot Tables

Week-16. Matplotlib & Seaborn

Basic Plotting, Customization, Statistical Data Visualization

Week-17. Scikit-Learn Basics

Data Preprocessing, Train-Test Split, Regression & Classification Models

Week-18. TensorFlow & PyTorch Intro

Tensors, Computational Graphs, Training Neural Networks

Week-19. Web Scraping

BeautifulSoup, Selenium, Scrapy

Week-20. Flask & FastAPI

Creating APIs, Handling Requests, Deployment

Week-21. Working with Databases

MySQL, SQLite, SQLAlchemy

Week-22. Docker & Cloud Deployment

Containerizing Python Apps, AWS & Google Cloud Deployment