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3-Month Python Learning Roadmap 2026

Python Learning Roadmap

3-Month Python Learning Roadmap

Master Python Day-by-Day: From Beginner to Expert

📖 Introduction to Python

Python is a versatile, high-level programming language known for its readability and efficiency. Created by Guido van Rossum in 1991, it emphasizes code readability with significant indentation and supports multiple programming paradigms.

What is Python? Python is an interpreted language used for web development, data analysis, artificial intelligence, scientific computing, and automation. Its simple syntax resembles English, making it accessible for beginners while powerful for experts.

Why Learn Python? Python has a vast ecosystem of libraries and frameworks, making it ideal for rapid development. It’s in high demand for jobs in data science, machine learning, web dev, and more. The large community provides excellent support and resources.

Who is this roadmap for? This roadmap is designed for absolute beginners with no prior programming experience, as well as those looking to advance their skills to an intermediate or advanced level.

What will you learn? By the end of this 3-month journey, you will:

  • Understand Python fundamentals and write basic scripts
  • Work with data structures, functions, and OOP concepts
  • Use libraries for data analysis and web development
  • Build projects including CLI apps, web apps, and data visualizations
  • Apply best practices in coding, testing, and deployment

Prerequisites: None – beginner friendly! Basic computer skills are helpful.

📊 Your Learning Progress

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📚 Month 1: Foundations & Prerequisites

Week 1: Basic Concepts and Terminology

Day Topic & Subtopics Key Activities & Resources
Day 1
Introduction to Python and Installation
  • What is Python and its history
  • Python applications and use cases
  • Installing Python on your system
  • Running your first Python program
Read about Python’s basics (1 hour). Install Python and set up the environment (30 min). Write and run a “Hello World” script (30 min). Explore the Python interpreter (1 hour). Difficulty: Easy.
Day 2
Variables and Data Types
  • Declaring variables
  • Basic data types: int, float, str, bool
  • Type conversion
  • Variable naming conventions
Learn variable declaration (1 hour). Practice with different data types (1 hour). Experiment with type conversion (30 min). Write simple scripts using variables (1 hour). Difficulty: Easy.
Day 3
Operators and Expressions
  • Arithmetic operators
  • Comparison and logical operators
  • Assignment operators
  • Operator precedence
Study different operators (1 hour). Practice arithmetic expressions (1 hour). Use comparison in conditions (30 min). Build simple calculator script (1 hour). Difficulty: Easy.
Day 4
Control Structures: If-Else
  • If statements
  • Elif and else clauses
  • Nested conditionals
  • Ternary operator
Learn if-else syntax (1 hour). Practice with simple decisions (1 hour). Implement nested ifs (30 min). Create a grade calculator script (1 hour). Difficulty: Easy.
Day 5
Loops: For and While
  • While loops
  • For loops with range
  • Break and continue
  • Loop else clause
Understand loop basics (1 hour). Practice while loops (1 hour). Use for loops with ranges (30 min). Implement number guessing game (1 hour). Difficulty: Easy.
Day 6
Functions Basics
  • Defining functions
  • Parameters and arguments
  • Return statements
  • Scope and global variables
Learn function syntax (1 hour). Create simple functions (1 hour). Practice with parameters (30 min). Build functions for calculations (1 hour). Difficulty: Easy.
Day 7
Review and Practice Basics
  • Review variables, operators, control flow
  • Practice loops and functions
  • Solve simple exercises
  • Mini-project: Basic calculator
Review week’s topics (1 hour). Solve practice problems (2 hours). Build a basic calculator using learned concepts (1 hour). Difficulty: Easy.

Week 2: Essential Prerequisites

Day Topic & Subtopics Key Activities & Resources
Day 8
Lists
  • Creating lists
  • List operations and methods
  • Slicing and indexing
  • List comprehensions
Learn list creation (1 hour). Practice operations (1 hour). Use slicing (30 min). Create list comprehensions (1 hour). Difficulty: Easy.
Day 9
Tuples and Sets
  • Creating tuples
  • Tuple operations
  • Sets and set methods
  • Set operations like union
Study tuples (1 hour). Practice sets (1 hour). Perform set operations (30 min). Compare with lists (1 hour). Difficulty: Easy.
Day 10
Dictionaries
  • Creating dictionaries
  • Accessing elements
  • Dictionary methods
  • Nested dictionaries
Learn dict syntax (1 hour). Practice adding/removing items (1 hour). Use methods like keys/values (30 min). Build a simple phonebook (1 hour). Difficulty: Easy.
Day 11
Strings
  • String creation and formatting
  • String methods
  • Slicing and concatenation
  • String escape sequences
Explore string basics (1 hour). Practice methods (1 hour). Format strings (30 min). Write text processing script (1 hour). Difficulty: Easy.
Day 12
File Handling
  • Opening and closing files
  • Reading from files
  • Writing to files
  • File modes and context managers
Learn file operations (1 hour). Practice reading/writing (1 hour). Use with statement (30 min). Create log writer script (1 hour). Difficulty: Medium.
Day 13
Modules
  • Importing modules
  • Creating custom modules
  • Using standard modules
  • Module aliases
Understand modules (1 hour). Import and use (1 hour). Create own module (30 min). Experiment with math module (1 hour). Difficulty: Medium.
Day 14
Review Data Structures
  • Review lists, tuples, sets, dicts
  • Practice string and file operations
  • Solve exercises on modules
  • Mini-project: Contact book
Review data structures (1 hour). Practice mixed exercises (2 hours). Build a simple contact book using dicts and files (1 hour). Difficulty: Medium.

Week 3: Tools and Environment Setup

Day Topic & Subtopics Key Activities & Resources
Day 15
IDE Setup: VS Code
  • Installing VS Code
  • Python extension setup
  • Basic configuration
  • Running code in VS Code
Install VS Code (30 min). Set up Python extension (30 min). Configure settings (1 hour). Run previous scripts in IDE (1 hour). Difficulty: Easy.
Day 16
Virtual Environments
  • Creating venv
  • Activating/deactivating
  • Installing packages in venv
  • Best practices
Learn venv basics (1 hour). Create and activate (1 hour). Install a package (30 min). Test isolation (1 hour). Difficulty: Medium.
Day 17
Pip and Packages
  • Using pip install
  • Requirements.txt
  • Upgrading packages
  • Searching PyPI
Understand pip (1 hour). Install packages (1 hour). Create requirements (30 min). Manage dependencies (1 hour). Difficulty: Medium.
Day 18
Debugging
  • Using print statements
  • Pdb debugger
  • IDE debugging tools
  • Common errors
Learn debugging techniques (1 hour). Use pdb (1 hour). Debug in VS Code (30 min). Fix sample bugs (1 hour). Difficulty: Medium.
Day 19
Git Basics
  • Installing Git
  • Init, add, commit
  • Branches and merge
  • GitHub basics
Set up Git (30 min). Learn basic commands (1 hour). Create repo (1 hour). Push to GitHub (1 hour). Difficulty: Medium.
Day 20
Basic Scripts
  • Script structure
  • Command line arguments
  • Input/output
  • Simple automation
Write basic scripts (1 hour). Use input (1 hour). Handle args (30 min). Create file renamer (1 hour). Difficulty: Medium.
Day 21
Practice with Tools
  • Integrate venv and Git
  • Debug scripts
  • Use pip in projects
  • Mini-project: Script repo
Review tools (1 hour). Practice integrated workflow (2 hours). Create and push a script project (1 hour). Difficulty: Medium.

Week 4: Fundamental Hands-on Practice

Day Topic & Subtopics Key Activities & Resources
Day 22
Practice Variables and Operators
  • Advanced variable usage
  • Complex expressions
  • Math calculations
Practice advanced variables (1 hour). Solve math problems (1 hour). Build expression evaluator (2 hours). Difficulty: Medium.
Day 23
Practice Conditionals
  • Complex if-else
  • Multiple conditions
  • Decision making scripts
Build complex conditionals (1 hour). Solve logic problems (1 hour). Create decision tree script (2 hours). Difficulty: Medium.
Day 24
Practice Loops
  • Nested loops
  • Loop patterns
  • Iteration exercises
Practice nested loops (1 hour). Solve iteration problems (1 hour). Build pattern printer (2 hours). Difficulty: Medium.
Day 25
Practice Functions
  • Recursive functions
  • Default parameters
  • Function exercises
Write recursive functions (1 hour). Use default params (1 hour). Solve function problems (2 hours). Difficulty: Medium.
Day 26
Practice Lists and Tuples
  • Advanced list operations
  • Tuple unpacking
  • Data manipulation
Advanced list practice (1 hour). Tuple exercises (1 hour). Manipulate data (2 hours). Difficulty: Medium.
Day 27
Practice Dicts and Strings
  • Dict comprehensions
  • String formatting advanced
  • Data processing
Dict practice (1 hour). Advanced strings (1 hour). Process data (2 hours). Difficulty: Medium.
Day 28
Practice Files and Modules
  • File processing
  • Modular code
  • Import practices
File handling practice (1 hour). Modular programming (1 hour). Build multi-file script (2 hours). Difficulty: Medium.
Day 29
Month 1 Project: Part 1
  • Plan simple CLI app
  • Implement basic features
  • Use data structures
Plan project (1 hour). Implement core (2 hours). Test features (1 hour). Difficulty: Medium.
Day 30
Month 1 Project: Part 2
  • Add file persistence
  • Debug and refine
  • Commit to Git
Add advanced features (1 hour). Debug (1 hour). Version control (1 hour). Document project (1 hour). Difficulty: Medium.

📚 Month 2: Beginner Level

Week 5: Core Concepts Introduction

Day Topic & Subtopics Key Activities & Resources
Day 31
OOP: Classes and Objects
  • Defining classes
  • Creating objects
  • Instance variables
  • Init method
Learn class syntax (1 hour). Create objects (1 hour). Use init (30 min). Build simple class (1 hour). Difficulty: Medium.
Day 32
OOP: Methods and Attributes
  • Instance methods
  • Class attributes
  • Self parameter
  • Private attributes
Add methods to classes (1 hour). Use attributes (1 hour). Practice self (30 min). Create employee class (1 hour). Difficulty: Medium.
Day 33
OOP: Inheritance
  • Single inheritance
  • Super method
  • Method overriding
  • Multiple inheritance
Learn inheritance (1 hour). Create subclasses (1 hour). Override methods (30 min). Build hierarchy (1 hour). Difficulty: Medium.
Day 34
OOP: Polymorphism
  • Method polymorphism
  • Operator overloading
  • Polymorphic functions
Understand polymorphism (1 hour). Implement examples (1 hour). Overload operators (30 min). Use in classes (1 hour). Difficulty: Medium.
Day 35
OOP: Encapsulation and Abstraction
  • Private members
  • Property decorators
  • Abstract classes
Learn encapsulation (1 hour). Use properties (1 hour). Create abstract classes (30 min). Implement examples (1 hour). Difficulty: Medium.
Day 36
OOP: Magic Methods
  • Dunder methods
  • Str and repr
  • Operator magic methods
Study magic methods (1 hour). Implement str/repr (1 hour). Overload operators (30 min). Create custom class (1 hour). Difficulty: Medium.
Day 37
Review OOP
  • Review classes, inheritance
  • Practice polymorphism
  • Solve OOP exercises
  • Mini-project: Shape classes
Review OOP concepts (1 hour). Practice exercises (2 hours). Build shape hierarchy project (1 hour). Difficulty: Medium.

Week 6: Basic Implementations

Day Topic & Subtopics Key Activities & Resources
Day 38
Lambda Functions
  • Anonymous functions
  • Lambda syntax
  • Use with map/filter
  • Limitations
Learn lambda (1 hour). Practice with lists (1 hour). Use map/filter (30 min). Sort with lambda (1 hour). Difficulty: Medium.
Day 39
Decorators
  • Function decorators
  • Decorator syntax
  • Chaining decorators
  • Class decorators
Understand decorators (1 hour). Create simple decorator (1 hour). Chain them (30 min). Apply to functions (1 hour). Difficulty: Medium.
Day 40
Generators and Iterators
  • Yield keyword
  • Creating generators
  • Custom iterators
  • Generator expressions
Learn generators (1 hour). Create custom iterator (1 hour). Use yield (30 min). Process large data (1 hour). Difficulty: Medium.
Day 41
Error Handling and Exceptions
  • Try-except blocks
  • Multiple except
  • Finally and else
  • Custom exceptions
Learn try-except (1 hour). Handle errors (1 hour). Use finally (30 min). Create custom exception (1 hour). Difficulty: Medium.
Day 42
Context Managers
  • With statement
  • Custom context managers
  • Use cases
Understand with (1 hour). Create custom (1 hour). Apply to files (30 min). Other use cases (1 hour). Difficulty: Medium.
Day 43
Advanced Modules
  • Package structure
  • Init files
  • Relative imports
Create packages (1 hour). Use init (1 hour). Relative imports (30 min). Build modular app (1 hour). Difficulty: Medium.
Day 44
Review Advanced Functions
  • Review lambda, decorators
  • Practice generators
  • Error handling exercises
  • Mini-project: Decorator app
Review functions (1 hour). Practice exercises (2 hours). Build decorated functions project (1 hour). Difficulty: Medium.

Week 7: Real-World Applications

Day Topic & Subtopics Key Activities & Resources
Day 45
Math and Random Libraries
  • Math functions
  • Random number generation
  • Random choices
  • Seeding random
Explore math lib (1 hour). Use random (1 hour). Generate data (30 min). Build dice roller (1 hour). Difficulty: Easy.
Day 46
Datetime Library
  • Date and time objects
  • Formatting dates
  • Time deltas
  • Timezone handling
Work with dates (1 hour). Format output (1 hour). Calculate deltas (30 min). Build calendar script (1 hour). Difficulty: Medium.
Day 47
JSON Handling
  • Loading JSON
  • Dumping to JSON
  • JSON with files
  • Custom serialization
Parse JSON (1 hour). Create JSON (1 hour). File ops with JSON (30 min). Handle complex data (1 hour). Difficulty: Medium.
Day 48
Regular Expressions
  • Re module
  • Patterns and matching
  • Search and replace
  • Groups and capturing
Learn regex basics (1 hour). Match patterns (1 hour). Search/replace (30 min). Validate emails (1 hour). Difficulty: Medium.
Day 49
OS and Sys Modules
  • OS path handling
  • File system operations
  • Sys argv
  • Environment variables
Explore OS module (1 hour). File ops (1 hour). Use sys (30 min). Build file manager (1 hour). Difficulty: Medium.
Day 50
Collections Module
  • Namedtuple
  • Defaultdict
  • Counter
  • Deque
Learn collections (1 hour). Use defaultdict (1 hour). Count with counter (30 min). Queue with deque (1 hour). Difficulty: Medium.
Day 51
Review Libraries
  • Review math, datetime, json
  • Practice regex, os
  • Collections exercises
  • Mini-project: Data processor
Review libs (1 hour). Practice exercises (2 hours). Build data processing script (1 hour). Difficulty: Medium.

Week 8: Simple Projects

Day Topic & Subtopics Key Activities & Resources
Day 52
Mini-Project: Number Guessing Game
  • Use loops and conditionals
  • Random library
  • User input
Plan game (1 hour). Implement logic (2 hours). Test and refine (1 hour). Difficulty: Medium.
Day 53
Mini-Project: Rock Paper Scissors
  • Game logic
  • Random choices
  • Scoring system
Design game (1 hour). Code mechanics (2 hours). Add scores (1 hour). Difficulty: Medium.
Day 54
Mini-Project: Password Generator
  • Random strings
  • User options
  • Strength check
Plan generator (1 hour). Implement random (2 hours). Add options (1 hour). Difficulty: Medium.
Day 55
Mini-Project: To-Do List CLI
  • List management
  • File persistence
  • Commands
Design to-do (1 hour). Implement add/remove (2 hours). Save to file (1 hour). Difficulty: Medium.
Day 56
Mini-Project: Simple Calculator
  • Operations
  • User input
  • Error handling
Build calculator (1 hour). Add operations (2 hours). Handle errors (1 hour). Difficulty: Medium.
Day 57
Mini-Project: Text Analyzer
  • String processing
  • Word count
  • Regex usage
Plan analyzer (1 hour). Implement counts (2 hours). Add regex (1 hour). Difficulty: Medium.
Day 58
Review Projects
  • Refine projects
  • Add error handling
  • Commit to Git
Review projects (1 hour). Improve code (2 hours). Version control (1 hour). Difficulty: Medium.
Day 59
Month 2 Project: Part 1
  • Plan web scraper or game
  • Implement core logic
  • Use libraries
Plan project (1 hour). Code main features (2 hours). Integrate libs (1 hour). Difficulty: Medium.
Day 60
Month 2 Project: Part 2
  • Add error handling
  • Optimize code
  • Document and push
Enhance project (1 hour). Handle errors (1 hour). Optimize (1 hour). Git push (1 hour). Difficulty: Medium.

📚 Month 3: Intermediate Level

Week 9: Advanced Concepts

Day Topic & Subtopics Key Activities & Resources
Day 61
NumPy Basics
  • Installing NumPy
  • Arrays creation
  • Basic operations
  • Shape and dtype
Install NumPy (30 min). Create arrays (1 hour). Perform ops (1 hour). Explore attributes (1 hour). Difficulty: Medium.
Day 62
NumPy Arrays
  • Slicing and indexing
  • Broadcasting
  • Mathematical functions
  • Aggregations
Slice arrays (1 hour). Understand broadcasting (1 hour). Use math funcs (30 min). Compute stats (1 hour). Difficulty: Medium.
Day 63
Pandas Basics
  • Installing Pandas
  • Series and DataFrames
  • Basic operations
  • Reading data
Install Pandas (30 min). Create Series/DF (1 hour). Ops (1 hour). Read CSV (1 hour). Difficulty: Medium.
Day 64
Pandas DataFrames
  • Selecting data
  • Filtering
  • Grouping and aggregating
  • Merging DataFrames
Select data (1 hour). Filter rows (1 hour). Group by (30 min). Merge DFs (1 hour). Difficulty: Medium.
Day 65
Matplotlib Basics
  • Installing Matplotlib
  • Line plots
  • Customizing plots
  • Multiple figures
Install Matplotlib (30 min). Create plots (1 hour). Customize (1 hour). Multi plots (1 hour). Difficulty: Medium.
Day 66
Data Visualization
  • Bar and scatter plots
  • Histograms
  • Subplots
  • Saving figures
Create bar plots (1 hour). Histograms (1 hour). Subplots (30 min). Save images (1 hour). Difficulty: Medium.
Day 67
Review Data Science Intro
  • Review NumPy, Pandas
  • Practice visualization
  • Data exercises
  • Mini-project: Data plot
Review libraries (1 hour). Practice data ops (2 hours). Visualize dataset (1 hour). Difficulty: Medium.

Week 10: Web Development Intro

Day Topic & Subtopics Key Activities & Resources
Day 68
Flask Basics
  • Installing Flask
  • First app
  • Routes
  • Running server
Install Flask (30 min). Create app (1 hour). Add routes (1 hour). Run and test (1 hour). Difficulty: Medium.
Day 69
Flask Routes and Templates
  • Dynamic routes
  • Jinja templates
  • Rendering templates
  • Template inheritance
Add dynamic routes (1 hour). Create templates (1 hour). Render data (30 min). Use inheritance (1 hour). Difficulty: Medium.
Day 70
Flask Forms
  • WTForms
  • Form handling
  • Validation
  • POST requests
Install WTForms (30 min). Create forms (1 hour). Handle submission (1 hour). Validate input (1 hour). Difficulty: Medium.
Day 71
Django Basics
  • Installing Django
  • Project setup
  • Apps and views
  • Running server
Install Django (30 min). Create project (1 hour). Add app (1 hour). Simple view (1 hour). Difficulty: Medium.
Day 72
Django Models and Views
  • Defining models
  • Migrations
  • Function-based views
  • URL mapping
Create models (1 hour). Run migrations (1 hour). Add views (30 min). Map URLs (1 hour). Difficulty: Medium.
Day 73
Django Admin
  • Admin site setup
  • Registering models
  • Custom admin
  • User management
Set up admin (1 hour). Register models (1 hour). Customize (30 min). Manage users (1 hour). Difficulty: Medium.
Day 74
Review Web Dev
  • Review Flask and Django
  • Practice routes/models
  • Web exercises
  • Mini-project: Simple web app
Review frameworks (1 hour). Practice (2 hours). Build small app (1 hour). Difficulty: Medium.

Week 11: Industry Best Practices

Day Topic & Subtopics Key Activities & Resources
Day 75
Multithreading
  • Threading module
  • Creating threads
  • Synchronization
  • GIL limitations
Learn threading (1 hour). Create threads (1 hour). Sync with locks (30 min). Test concurrent (1 hour). Difficulty: Advanced.
Day 76
Multiprocessing
  • Process module
  • Creating processes
  • Pool and queues
  • Shared memory
Learn multiprocessing (1 hour). Create processes (1 hour). Use pool (30 min). Share data (1 hour). Difficulty: Advanced.
Day 77
Asyncio Basics
  • Coroutines
  • Event loop
  • Await and async
  • Tasks
Learn asyncio (1 hour). Create coroutines (1 hour). Use await (30 min). Manage tasks (1 hour). Difficulty: Advanced.
Day 78
Databases with SQLite
  • Connecting to DB
  • CRUD operations
  • Queries
  • Transactions
Connect to SQLite (1 hour). Perform CRUD (1 hour). Write queries (30 min). Handle transactions (1 hour). Difficulty: Medium.
Day 79
API Requests
  • Requests library
  • GET/POST
  • Headers and params
  • JSON responses
Install requests (30 min). Make GET (1 hour). Handle responses (1 hour). POST data (1 hour). Difficulty: Medium.
Day 80
Testing with Unittest
  • Test cases
  • Assertions
  • Setup/teardown
  • Running tests
Learn unittest (1 hour). Write tests (1 hour). Use assertions (30 min). Test previous code (1 hour). Difficulty: Medium.
Day 81
Review Advanced Topics
  • Review concurrent programming
  • Practice DB and API
  • Testing exercises
  • Mini-project: API consumer
Review topics (1 hour). Practice (2 hours). Build API project (1 hour). Difficulty: Advanced.

Week 12: Portfolio Development

Day Topic & Subtopics Key Activities & Resources
Day 82
Project: Data Analysis Tool
  • Use Pandas/NumPy
  • Load data
  • Analyze stats
Plan tool (1 hour). Load and analyze (2 hours). Generate report (1 hour). Difficulty: Advanced.
Day 83
Project: Web App with Flask
  • Build full app
  • Add forms
  • Integrate DB
Develop app (1 hour). Add features (2 hours). Connect DB (1 hour). Difficulty: Advanced.
Day 84
Project: Django Blog
  • Create blog models
  • Views and templates
  • Admin integration
Set up blog (1 hour). Add posts (2 hours). Customize admin (1 hour). Difficulty: Advanced.
Day 85
Project: API Consumer
  • Fetch from API
  • Process data
  • Visualize
Choose API (1 hour). Fetch data (2 hours). Analyze and plot (1 hour). Difficulty: Advanced.
Day 86
Project: Concurrent Downloader
  • Use multiprocessing
  • Download files
  • Handle concurrency
Plan downloader (1 hour). Implement concurrent (2 hours). Test performance (1 hour). Difficulty: Advanced.
Day 87
Project: Tested App
  • Write tests for project
  • Run test suite
  • Fix bugs
Choose project (1 hour). Write tests (2 hours). Run and fix (1 hour). Difficulty: Advanced.
Day 88
Portfolio Setup
  • GitHub repos
  • Readmes
  • Deployment basics
Organize repos (1 hour). Write readmes (2 hours). Deploy simple app (1 hour). Difficulty: Medium.
Day 89
Capstone Project: Part 1
  • Plan full app
  • Implement backend
  • Integrate DB/API
Plan capstone (1 hour). Build backend (2 hours). Add integrations (1 hour). Difficulty: Advanced.
Day 90
Capstone Project: Part 2
  • Frontend integration
  • Testing and debugging
  • Deployment and portfolio
Add frontend (1 hour). Test thoroughly (1 hour). Deploy (1 hour). Add to portfolio (1 hour). Difficulty: Advanced.

📚 Additional Learning Resources

Official Documentation
Free
Comprehensive guide to Python language features, standard library, and tutorials. Ideal for reference and in-depth learning. Updated regularly with new versions.
Visit Resource
Python Crash Course Book
Hands-on, project-based introduction to Python. Covers basics to advanced topics with practical examples. Great for beginners building real projects.
Visit Resource
Coursera Python for Everybody
Freemium
Specialization course from University of Michigan. Covers Python basics, data structures, web data, and databases. Includes assignments and certificates.
Visit Resource
Corey Schafer YouTube Channel
Free
In-depth Python tutorials on various topics from basics to advanced. Clear explanations with code examples. Perfect for visual learners.
Visit Resource
Awesome Python GitHub
Free
Curated list of Python frameworks, libraries, and resources. Organized by categories. Great for discovering tools and best practices.
Visit Resource
HackerRank Python Practice
Free
Platform with Python coding challenges from basic to advanced. Includes tutorials and leaderboards. Excellent for practicing problem-solving.
Visit Resource
Python Discussions Forum
Free
Official Python community forum for questions, discussions, and announcements. Great for getting help and connecting with developers.
Visit Resource
Python Cheat Sheet
Free
Quick reference for Python syntax, data structures, and common operations. Useful for quick lookups during coding.
Visit Resource
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