Learn Python - Comprehensive Course
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Beginner Level
Introduction to Python
History and features of Python
Installing Python and setting up environment
Writing and running your first Python program
Python IDEs: IDLE, VS Code, Jupyter
Basic Syntax and Data Types
Variables and data types
Type conversion and casting
Input/output functions
Comments and indentation
Operators
Arithmetic operators
Comparison operators
Logical operators
Assignment operators
Bitwise, Membership, and Identity operators
Control Flow
if, if-else, if-elif-else
while and for loops
break, continue, pass
Data Structures
Strings, methods, formatting, slicing
Lists, list methods, comprehensions
Tuples and operations
Dictionaries: keys, values, methods
Sets: operations and methods
Intermediate Level
Functions
Defining and calling functions
Arguments and return values
Default, keyword, variable-length arguments
*args and **kwargs
Lambda functions
Recursion
Modules and Packages
Importing standard and custom modules
from ... import ... syntax
Popular built-in modules: math, random, datetime, os, sys
Creating and using packages
__name__ == "__main__"
File Handling
Reading and writing text files
with statement
File modes: r, w, a, rb, etc.
Handling CSV and JSON files
Exception Handling
try, except, else, finally
Handling specific exceptions
Custom exceptions
Raising exceptions
Object-Oriented Programming (OOP)
Classes and objects
__init__() method
Instance vs class variables
Inheritance and method overriding
Polymorphism and encapsulation
Class and static methods
Magic methods (__str__, __len__, etc.)
Advanced Level
Advanced Python Features
List, set, dictionary comprehensions
Generators and yield
Iterators (__iter__, __next__)
Decorators
Context managers and with statement
Concurrency and Parallelism
Threading
Multiprocessing
Asyncio basics
Working with Databases
SQLite with sqlite3 module
Basic CRUD operations
Using SQLAlchemy ORM
Testing and Debugging
Using pdb debugger
Unit testing with unittest
Test-driven development basics
Professional Level
Web Development with Python
Introduction to Flask
Introduction to Django
Building RESTful APIs
Data Science and Machine Learning
NumPy and Pandas basics
Data visualization with Matplotlib and Seaborn
Introduction to scikit-learn
Basics of machine learning algorithms
Advanced Topics
Metaclasses
Descriptors
Concurrency with AsyncIO and advanced threading
Packaging and distributing Python projects