https://github.com/DjangoEx/awesome-python-resources
Awesome Python Resources
https://github.com/DjangoEx/awesome-python-resources
List: awesome-python-resources
algorithms awesome awesome-list awesome-lists clean-architecture clean-code django fastapi flask object-oriented-programming postgresql python redis system-design testing
Last synced: 7 months ago
JSON representation
Awesome Python Resources
- Host: GitHub
- URL: https://github.com/DjangoEx/awesome-python-resources
- Owner: DjangoEx
- License: cc0-1.0
- Created: 2022-05-06T17:39:24.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2024-09-09T11:57:52.000Z (about 1 year ago)
- Last Synced: 2025-02-08T13:31:21.824Z (9 months ago)
- Topics: algorithms, awesome, awesome-list, awesome-lists, clean-architecture, clean-code, django, fastapi, flask, object-oriented-programming, postgresql, python, redis, system-design, testing
- Homepage:
- Size: 3.48 MB
- Stars: 1,381
- Watchers: 25
- Forks: 167
- Open Issues: 9
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
Awesome Lists containing this project
- ultimate-awesome - awesome-python-resources - Awesome Python Resources. (Other Lists / TeX Lists)
- awesome-python-roadmaps - IoT
README
# Awesome Python Resources [](https://awesome.re)
[Python](https://www.python.org/) can be used in a lot of computer science fields. In this repository, we have collected resources for each field of computer science that are related to Python.\
**Not sure which source to choose?** You can follow the resources marked with a ✅ symbol, they are highly recommended by the community.
### Contribution
Before you head over, read the [Contribution Guide](CONTRIBUTING.md) first. You are new to contribution process? For more information about the steps and guides, check out the [First Contribution Guide](https://github.com/firstcontributions/first-contributions).
### Table of Contents
- [Prerequisites](#prerequisites)
- [Algorithms and Data Structures](#algorithms-and-data-structures)
- [System Design](#system-design)
- [Git](#git)
- [Operating System](#operating-system)
- [Virtual Environment](#virtual-environment)
- [Python](#python)
- [Career Path](#career-path)
- [Backend](#backend)
- [Data Science](#data-science)
- [Machine Learning](#machine-learning)
- [Deep Learning](#deep-learning)
- [Reinforcement Learning](#reinforcement-learning)
- [Neural Networks](#neural-networks)
- [Image Processing](#image-processing)
- [DevOps](#devops)
- [Hacking](#hacking)
- [Algorithmic Trading](#algorithmic-trading)
- [Bot](#bot)
- [Advanced Topics](#advanced-topics)
- [Databases](#databases)
- [ORM](#orm)
- [Clean Code](#clean-code)
- [Clean Architecture](#clean-architecture)
- [Caching](#caching)
- [Testing](#testing)
- [Container Platforms](#container-platforms)
- [Programming Paradigms](#programming-paradigms)
- [Architectural Patterns](#architectural-patterns)
- [Design Principles](#design-principles)
- [Design Patterns](#design-patterns)
- [Message Brokers](#message-brokers)
- [WSGI Servers](#wsgi-servers)
- [ASGI Servers](#asgi-servers)
- [Web Servers](#web-servers)
- [API](#api)
- [Reliability](#reliability)
- [Distributed Systems](#distributed-systems)
- [Reactive Systems](#reactive-systems)
- [Refactoring](#refactoring)
- [Security](#security)
- [Monitoring](#monitoring)
- [Soft Skill](#soft-skill)
- [Public Cloud](#public-cloud)
- [IoT](#iot)
## Prerequisites
- ### Algorithms and Data Structures
- **Book**
- ✅ [Grokking Algorithms by Aditya Bhargava](https://www.amazon.com/Grokking-Algorithms-illustrated-programmers-curious/dp/1617292230)
- ✅ [Cracking the Coding Interview by Gayle Laakmann McDowell](https://www.amazon.com/Cracking-Coding-Interview-Programming-Questions/dp/0984782850)
- [Data Structure and Algorithmic Thinking with Python: Data Structure and Algorithmic Puzzles by Narasimha Karumanchi](https://www.amazon.com/Data-Structure-Algorithmic-Thinking-Python/dp/8192107590)
- [Introduction to Algorithms (CLRS)](https://www.amazon.com/Introduction-Algorithms-3rd-MIT-Press/dp/0262033844)
- **Video**
- [Data Structures And Algorithms Course by Mosh Hamedani](https://codewithmosh.com/p/data-structures-algorithms)
- [Algorithms and Data Structures for Beginners by NeetCode](https://neetcode.io/courses/dsa-for-beginners/0)
- [Advanced Algorithms by NeetCode](https://neetcode.io/courses/advanced-algorithms/0)
- **Platform**
- ✅ [LeetCode](https://leetcode.com/)
- [HackerRank](https://www.hackerrank.com/)
- [CodeWars](https://www.codewars.com/)
- [TheAlgorithms](https://the-algorithms.com/)
- [Codeforces](https://codeforces.com/)
- **Repo**
- ✅ [Coding University](https://github.com/jwasham/coding-interview-university)
- [Algorithm solution and summary of Grokking book](https://github.com/msdundar/notes-algorithms)
- **Cheat Sheet**
- [Data Structures Cheat Sheet](https://intellipaat.com/mediaFiles/2019/02/Python-Data-structures-cheat-sheet.pdf)
- ### System Design
- **Book**
- ✅ [System Design Interview by Alex Xu](https://www.amazon.com/System-Design-Interview-insiders-Second/dp/B08CMF2CQF)
- [System Design Interview: Volume 2 by Alex Xu & Sahn Lam](https://www.amazon.com/System-Design-Interview-Insiders-Guide/dp/1736049119)
- **Course**
- [Educative - Grokking the System Design Interview](https://www.educative.io/courses/grokking-the-system-design-interview)
- [NeetCode - System Design for Beginners](https://neetcode.io/courses/system-design-for-beginners/0)
- [NeetCode - System Design Interview](https://neetcode.io/courses/system-design-interview/0)
- ### Git
- **Documentation**
- [Git Documentation](https://git-scm.com/docs)
- **Video**
- ✅ [Git Course by Mosh Hamedani](https://codewithmosh.com/p/the-ultimate-git-course)
- [Git and GitHub tutorial for beginners by Amigoscode](https://www.youtube.com/watch?v=3fUbBnN_H2c)
- [Git and GitHub crash course by freeCodeCamp](https://www.youtube.com/watch?v=RGOj5yH7evk)
- [Git For Professionals course by Trevor Miller](https://egghead.io/courses/practical-git-for-everyday-professional-use)
- **Book**
- [Pro Git](https://git-scm.com/book/en/)
- [Git Notes for Professionals](https://books.goalkicker.com/GitBook/)
- **Website**
- [Git For Beginners by tutorialspoint](https://www.tutorialspoint.com/git/index.htm)
- [Git For Intermediates and Professionals by W3schools](https://www.w3schools.com/git/)
- [Advanced Git Tips by atlassian](https://www.atlassian.com/git/tutorials/advanced-overview)
- [Learn Git Branching](https://learngitbranching.js.org/)
- **Cheat Sheet**
- [Git cheat sheet](https://wac-cdn.atlassian.com/dam/jcr:e7e22f25-bba2-4ef1-a197-53f46b6df4a5/SWTM-2088_Atlassian-Git-Cheatsheet.pdf?cdnVersion=353)
- ### Operating System
- **Book**
- ✅ [LPIC-1: Linux Professional Institute Certification Study Guide: Exams 101 and 102 by Roderick W. Smith](https://www.amazon.com/LPIC-1-Linux-Professional-Institute-Certification/dp/1118495632)
- **Video**
- [Lpic-1 Course by Jadi](https://www.youtube.com/watch?v=AKkNUvEHXhk&list=PLFOYXCPEqdNUU55Xvgst8wGTWnz_sd-cj)
- **Platform**
- [Linux Journey](https://linuxjourney.com/)
- **Community**
- [Discord Linux group](https://discord.gg/discord-linux)
- [Linux For Everyone Community](https://t.me/linux4everyone)
- **Cheat Sheet**
- [Linux commands cheat sheet](https://www.guru99.com/linux-commands-cheat-sheet.html)
- ### Virtual Environment
- **VENV**
- **Documentation**
- [VENV Documentation](https://docs.python.org/3/library/venv.html)
- **VirtualEnvWrapper**
- **Documentation**
- [VirtualEnvWrapper Documentation](https://virtualenvwrapper.readthedocs.io/en/latest/)
- **PipEnv**
- **Documentation**
- [PipEnv Documentation](https://pipenv.pypa.io/en/latest/)
- **Conda**
- **Documentation**
- [Conda Documentation](https://docs.conda.io/en/latest/)
- **Python-Poetry**
- **Documentation**
- [Python-Poetry Documentation](https://python-poetry.org/docs/)
- ### Python
- **Documentation**
- [Python Documentation](https://docs.python.org/3/)
- **Beginner**
- **Book**
- ✅ [Python Crash Course by Eric Matthes](https://www.amazon.co.uk/dp/1593276036/)
- [Head First Python by Paul Barry](https://www.amazon.com/Head-First-Python-Brain-Friendly-Guide/dp/1449382673)
- [Learn Python the Hard Way by Zed Shaw](https://www.amazon.com/Learn-Python-Hard-Way-Introduction/dp/0321884914)
- [Essential Python Tools](https://books.agiliq.com/projects/essential-python-tools/en/latest/)
- **Video**
- [Python Beginner Tutorial by NeuralNine](https://www.youtube.com/playlist?list=PL7yh-TELLS1E6dNCzfQl-NG-KJP3C-4mc)
- [Python Programming Tutorials by Tech with Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-mFu00qxl0a67RhjjZj3jXm)
- **Platform**
- [W3schools](https://www.w3schools.com/python/default.asp)
- [Codecademy Python 2](https://www.codecademy.com/learn/learn-python)
- [Codecademy Python 3](https://www.codecademy.com/learn/learn-python-3)
- [Sololearn Python](https://www.sololearn.com/learning/1073)
- [Wiingy](https://wiingy.com/learn/python/python-tutorial/)
- **Intermediate**
- **Book**
- ✅ [Python Cookbook by David Beazley & Brian Jones](https://www.amazon.com/Python-Cookbook-Third-David-Beazley/dp/1449340377)
- [Beyond the Basic Stuff with Python Best Practices for Writing Clean Code by Sweigart, Al](https://www.amazon.de/-/en/Al-Sweigart/dp/1593279663)
- [Fluent Python by Luciano Ramalho 2nd Edition](https://www.amazon.com/Fluent-Python-Concise-Effective-Programming/dp/1492056359)
- [Effective Python by Brett Slatkin](https://www.amazon.com/Effective-Python-Specific-Software-Development/dp/0134853989)
- [Python Concurrency with asyncio](https://www.manning.com/books/python-concurrency-with-asyncio)
- **Video**
- [Python Intermediate Tutorial by NeuralNine](https://www.youtube.com/playlist?list=PL7yh-TELLS1F3KytMVZRFO-xIo_S2_Jg1)
- [Intermediate Python Tutorials by Tech with Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-nhWva-6OVh1yKWHBs4o_tv)
- [Python3: Variables, Functions and Functional Programming, Closures, Decorators, Modules and Packages](https://www.udemy.com/course/python-3-deep-dive-part-2/)
- **Platform**
- [GeeksForGeeks](https://www.geeksforgeeks.org/python-programming-language)
- [Programiz](https://www.programiz.com/python-programming)
- [Scaler Topics](https://www.scaler.com/topics/python/)
- **Advanced**
- **Book**
- ✅ [Architecture Patterns with Python by Harry Percival & Bob Gregory](https://www.amazon.com/Architecture-Patterns-Python-Domain-Driven-Microservices/dp/1492052205)
- ✅ [Practices of the Python Pro by Dane Hillard](https://www.amazon.com/Practices-Python-Pro-Dane-Hillard/dp/1617296082)
- ✅ [Python Tricks by Dan Bader](https://www.amazon.com/Python-Tricks-Buffet-Awesome-Features/dp/1775093301)
- [Python Testing with pytest by Brian Okken](https://www.amazon.com/Python-Testing-pytest-Effective-Scalable/dp/1680502409)
- [Python Concurrency with asyncio by Matthew Fowler](https://www.manning.com/books/python-concurrency-with-asyncio)
- [Python for Programmers by Deitel Developer Series](https://deitel.com/python-for-programmers-book/)
- [Serious Python by Julien Danjou](https://serious-python.com/)
- [Python Notes for Professionals](https://books.goalkicker.com/PythonBook/)
- [Python Anti-patterns](https://frostyx.fedorapeople.org/The-Little-Book-of-Python-Anti-Patterns-1.0.pdf)
- **Video**
- ✅ [Python3: Deep dive Iteration, Generators](https://www.udemy.com/course/python-3-deep-dive-part-2/)
- ✅ [Python3: Deep dive Dictionaries, Sets, Related Data Structures, Serialization/Deserialization](https://www.udemy.com/course/python-3-deep-dive-part-3/)
- ✅ [Python3: Deep dive Object Oriented Programming (OOP)](https://www.udemy.com/course/python-3-deep-dive-part-4/)
- **Platform**
- ✅ [RealPython](https://realpython.com/)
- [Python-Course](https://python-course.eu/)
- **Community**
- [Python Discord group](https://discord.gg/python)
- [Python Telegram group](https://t.me/Python)
- **Cheat Sheet**
- [Python cheat sheet](https://perso.limsi.fr/pointal/_media/python:cours:mementopython3-english.pdf)
## Career Path
- ### Backend
- #### Django
- **Documentation**
- [Django Documentation](https://www.djangoproject.com/)
- [Django Tutorial - w3schools](https://www.w3schools.com/django/)
- **Book**
- [Django for Beginners by William S. Vincent](https://www.amazon.com/gp/product/1735467200)
- [Django for APIs by William S. Vincent](https://www.amazon.com/gp/product/1735467227/)
- [Django for Professionals by William S. Vincent](https://www.amazon.com/gp/product/1735467235)
- [Two Scoops of Django 3.x by Daniel Roy Greenfeld, Audrey Roy Greenfeld](https://www.feldroy.com/books/two-scoops-of-django-3-x)
- [Test-Driven Development with Python: Obey the Testing Goat: Using Django, Selenium, and JavaScript by Harry Percival](https://www.obeythetestinggoat.com/book/praise.harry.html)
- [Test-Driven Development with Django by Kevin Harvey](https://www.amazon.com/Test-Driven-Development-Django-Kevin-Harvey/dp/178528116X)
- [Django3 by example by antonio mele](https://www.amazon.com/Django-Example-powerful-reliable-applications-dp-1838981950/dp/1838981950/ref=mt_other?_encoding=UTF8&me=&qid=)
- **Video**
- [Django Web Framework - Full Course for Beginners by Justin Mitchel](https://www.youtube.com/watch?v=F5mRW0jo-U4)
- [Build REST APIs with Django REST Framework and Python By Shubham Sarda](https://www.packtpub.com/product/build-rest-apis-with-django-rest-framework-and-python-video/9781801819022)
- [Django For Everybody - Full Course by Dr. Charles Severance](https://youtu.be/o0XbHvKxw7Y)
- [Django ORM Mastery - Very Academy](https://www.youtube.com/watch?v=iQF6pln3Gog&list=PLOLrQ9Pn6cazjoDEnwzcdWWf4SNS0QZml)
- [Learn Django Class Base View - Very Academy](https://www.youtube.com/watch?v=GxA2I-n8NR8&list=PLOLrQ9Pn6caxNb9eFZJ6LfY29nZkKmmXT)
- [Django Course by Mosh Hamedani](https://codewithmosh.com/p/the-ultimate-django-series)
- [Try Django 3.2 - Python Web Development Tutorial Series by Justin Mitchel](https://www.youtube.com/playlist?list=PLEsfXFp6DpzRMby_cSoWTFw8zaMdTEXgL)
- **Awesome Django**
- [Awesome Django](https://github.com/wsvincent/awesome-django#readme)
- **Community**
- [Django Discord group](https://discord.me/unofficial-django)
- [Django Telegram group](https://t.me/django)
- **Cheat Sheet**
- [Beginners Django cheat sheet](https://edu.anarcho-copy.org/Programming%20Languages/Python/Python%20CheatSheet/beginners_python_cheat_sheet_pcc_django.pdf)
- [Django Cheat Sheet](https://cheatography.com/ogr/cheat-sheets/django/)
- [Django Models Cheat Sheet](https://cheatography.com/lewiseason/cheat-sheets/django-models/)
- [Django Class Based Views Cheat Sheet](https://cheatography.com/papousekp/cheat-sheets/django-class-based-views/)
- [Django Class Based Views Cheat Sheet 2](https://ccbv.co.uk/)
- #### FastAPI
- **Video**
- [Python API Development - Comprehensive Course for Beginners by Sanjeev Thiyagarajan](https://www.youtube.com/watch?v=0sOvCWFmrtA)
- [FastAPI course by testdriven.io & talkpython.fm](https://testdriven.io/talkpython/)
- [FastAPI - The Complete Course 2023 (Beginner + Advanced)](https://www.udemy.com/course/fastapi-the-complete-course/)
- [Microservice Architecture and System Design with Python & Kubernetes – Full Course](https://www.youtube.com/watch?v=hmkF77F9TLw)
- **Documentation**
- [FastAPI documentation](https://fastapi.tiangolo.com)
- [FastAPI Utilities documentation](https://fastapi-utils.davidmontague.xyz/)
- **Awesome FastAPI**
- [Awesome FastAPI](https://github.com/mjhea0/awesome-fastapi#readme)
- **Community**
- [FastApi Discord group](https://discord.gg/VQjSZaeJmf)
- [FastApi Gitter](https://gitter.im/tiangolo/fastapi)
- #### Flask
- **Book**
- [Flask Web Development: Developing Web Applications with Python](https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world)
- [Flask Framework Cookbook](https://www.amazon.de/Flask-Framework-Cookbook-techniques-development/dp/1789951291/)
- [The New And Improved Flask Mega-Tutorial](https://www.amazon.com/New-Improved-Flask-Mega-Tutorial/dp/B09YQ33QYT)
- **Video**
- [Flask Tutorial by Tech With Tim](https://youtube.com/playlist?list=PLzMcBGfZo4-n4vJJybUVV3Un_NFS5EOgX)
- [REST APIs with Flask and Python by Jose Salvatierra](https://www.udemy.com/course/rest-api-flask-and-python/)
- **Documentation**
- [Flask Document](https://flask.palletsprojects.com/)
- **Cheat Sheet**
- [Flask Cheat Sheet and Quick Reference](https://s3.us-east-2.amazonaws.com/prettyprinted/flask_cheatsheet.pdf)
- #### Tornado
- **Book**
- [Introduction to Tornado by Michael Dory](https://www.amazon.com/Introduction-Tornado-Michael-Dory-2012-03-31/dp/B01FEK31OM)
- **Video**
- [Tornado, Coroutines and Concurrency by Bek Brace](https://www.youtube.com/watch?v=-gJ21qzpieA)
- [Tornado in Depth by Oscar Vilaplana](https://www.youtube.com/watch?v=4Ztq-Yz1ero)
- [More than just a pretty web framework, the Tornado IOLoop by Gavin M.Roy](https://www.youtube.com/watch?v=3BYN3ouwkRA)
- **Documentation**
- [Tornado Document](https://www.tornadoweb.org/en/stable/)
- #### Web2Py
- **Documentation**
- [Web2Py Document](https://web2py.readthedocs.io/en/latest/)
- **Book**
- [Complete Reference Manual by Massimo Di Pierro](http://www.web2py.com/book)
- [Killer Web Development by Marco Laspe](http://killer-web-development.com/)
- #### Sanic
- **Documentation**
- [Sanic Document](https://sanic.readthedocs.io/en/stable/index.html)
- [Sanic Guide](https://sanic.dev/en/guide/)
- **Article**
- [Getting Started with Sanic for Python by Mukul Khanna](https://scoutapm.com/blog/go-fast-getting-started-with-sanic-for-python)
- **Video**
- [Async Web Apps with Sanic by Dougal Matthews](https://www.youtube.com/watch?v=wb0lk4e9DEg)
- #### AIOHTTP
- **Documentation**
- [AIOHTTP Document](https://docs.aiohttp.org/en/stable/)
- #### Bottle
- **Documentation**
- [Bottle Document](https://bottlepy.org/docs/dev/)
- #### Dash
- **Documentation**
- [Dash-Python Document](https://dash.plotly.com/introduction)
- **Awesome Dash**
- [Awesome Dash](https://github.com/ucg8j/awesome-dash#readme)
- **Template**
- [Dash Clean Architecture Template](https://github.com/CzakoZoltan08/dash-clean-architecture-template)
- #### BlackSheep
- **Documentation**
- [BlackSheep Document](https://neoteroi.dev/blacksheep/)
- [List Of All Python Backend Web Frameworks](https://wiki.python.org/moin/WebFrameworks)
- ### Data Science
- #### Data Analysis
- ##### Numpy
- **Documentation**
- [Numpy Document](https://numpy.org/doc/stable/user/index.html)
- ##### Scipy
- **Documentation**
- [Scipy Document](https://docs.scipy.org/doc/scipy/tutorial/index.html)
- ##### Pandas
- **Documentation**
- [Pandas Document](https://pandas.pydata.org/docs/user_guide/index.html)
- #### Data Visualization
- ##### Matplotlib
- **Documentation**
- [Matplotlib Document](https://matplotlib.org/stable/users/index.html)
- ##### Plotly
- **Documentation**
- [Plotly Document](https://plotly.com/python-api-reference/)
- ### Machine Learning
- **Video**
- [Machine Learning Course by Andrew Ng](https://coursera.org/learn/machine-learning)
- ### Deep Learning
- **Video**
- [Deep Learning Specialization by Andrew Ng](https://www.coursera.org/specializations/deep-learning)
- [MIT-Intoduction to Deep Learning](https://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI)
- [AladdinPersson](https://www.youtube.com/c/AladdinPersson)
- ### Reinforcement Learning
- **Video**
- [Foundations of Deep RL](https://www.youtube.com/playlist?list=PLwRJQ4m4UJjNymuBM9RdmB3Z9N5-0IlY0)
- [Deep Reinforcement Learning](https://www.youtube.com/playlist?list=PL_iWQOsE6TfURIIhCrlt-wj9ByIVpbfGc)
- [Stanford-Reinforcement Learning](https://www.youtube.com/playlist?list=PLoROMvodv4rOSOPzutgyCTapiGlY2Nd8u)
- ### Neural Networks
- **Video**
- [Neural Networks and Calculus](https://www.youtube.com/c/3blue1brown)
- ### Image Processing
- ### DevOps
- **Book**
- [Python for DevOps: Learn Ruthlessly Effective Automation](https://www.amazon.nl/Python-DevOps-Ruthlessly-Effective-Automation/dp/149205769X)
- **Community**
- [DevOps, SRE, & Infrastructure](https://discord.com/invite/VEEnHkPzY6)
- **CI/CD**
- [CI/CD Full Course | Continuous Integration And Continuous](https://www.youtube.com/watch?v=h9K1NnqwUvE)
- [GitLab CI CD Tutorial for Beginners](https://www.youtube.com/watch?v=qP8kir2GUgo)
- ### Hacking
- **Book**
- [Black Hat Python, 2nd Edition: Python Programming for Hackers and Pentesters](https://www.amazon.com/Black-Hat-Python-2nd-Programming/dp/1718501129)
- ### Algorithmic Trading
- ### Bot
- #### Web
- #### Selenium
- [Selenium (Main Home)](https://github.com/SeleniumHQ/selenium)
- [CDP Documentation](https://chromedevtools.github.io/devtools-protocol/)
- [Source](https://github.com/SeleniumHQ/selenium/tree/trunk/py)
- [Documentation](https://www.selenium.dev/selenium/docs/api/py/)
- [Helium](https://github.com/mherrmann/selenium-python-helium)
- [Base](https://github.com/seleniumbase/SeleniumBase)
- [InstaPy](https://github.com/InstaPy/InstaPy)
- [AutoCrawler](https://github.com/YoongiKim/AutoCrawler)
- [Wire](https://github.com/wkeeling/selenium-wire)
- [Cucucumber](https://github.com/executeautomation/SeleniumWithCucucumber)
- [Requestium](https://github.com/tryolabs/requestium)
- [Splinter](https://github.com/cobrateam/splinter)
- [Undetected](https://github.com/ultrafunkamsterdam/undetected-chromedriver)
- #### PlayWright
- [Source](https://github.com/microsoft/playwright-python)
- [Documentation](https://playwright.dev/python/docs/intro)
- #### Browser
- [Source](https://wiki.mozilla.org/Auto-tools/Projects/Mozbase)
- [Documentation](https://firefox-source-docs.mozilla.org/mozbase/index.html)
- #### WebBot
- [Source](https://github.com/nateshmbhat/webbot)
- #### Telegram
- #### Telethon
- [Source](https://github.com/LonamiWebs/Telethon)
- [Documentation](https://docs.telethon.dev/)
- #### Pygram
- [Source](https://github.com/pygram/pygram)
- [Documentation](https://pygram.readthedocs.io/en/latest/)
- #### Pyrogram
- [Source](https://github.com/pyrogram/pyrogram)
- [Documentation](https://docs.pyrogram.org/)
- #### Python Telegram Bot
- [Source](https://github.com/python-telegram-bot/python-telegram-bot)
- [Documentation](https://python-telegram-bot.readthedocs.io/)
- #### AIOGram
- [Source](https://github.com/aiogram/aiogram)
- [Documentation](https://docs.aiogram.dev/)
- #### PyTelegramBotApi
- [Source](https://github.com/eternnoir/pyTelegramBotAPI)
- [Documentation](https://pytba.readthedocs.io/)
- #### TeleBot
- [Source](https://github.com/KyleJamesWalker/telebot)
- #### Discord
- #### DiscordPy
- [Source](https://github.com/Rapptz/discord.py)
- [Documentation](https://discordpy.readthedocs.io)
- #### Instagram
- #### Instagram-Scraper
- [Source](https://github.com/realsirjoe/instagram-scraper)
- #### InstaPy
- [Source](https://github.com/InstaPy/InstaPy)
- ### Instaloader
- [Source](https://github.com/instaloader/instaloader)
## Advanced Topics
⚠️ The following topics don't have any order or priority of learning.\
🔥 Choose topics that you are **interested in** or **suit your needs**.
- ### Databases
- #### General
- **Book**
- ✅ [Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems](https://www.amazon.com/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321)
- [Seven Databases in Seven Weeks: A Guide to Modern Databases and the NoSQL Movement](https://www.amazon.com/Seven-Databases-Weeks-Modern-Movement/dp/1680502530/)
- #### SQLite
- **Documentation**
- [SQLite Documentation](https://www.sqlite.org/docs.html)
- **Tutorials**
- [SQLite Tutorial](https://www.sqlitetutorial.net/)
- #### PostgreSQL
- **Documentation**
- [PostgreSQL Documentation](https://www.postgresql.org/docs/)
- **Book**
- [Essential Postgres: Database Development using PostgreSQL](https://www.amazon.com/Essential-Postgres-Database-Development-PostgreSQL/dp/B08KH136G4)
- **Community**
- [PostgreSQL Telegram group](https://t.me/pg_sql)
- **Cheat Sheet**
- [PostgreSQL Cheat Sheet By GoalKicker](https://books.goalkicker.com/PostgreSQLBook/PostgreSQLNotesForProfessionals.pdf)
- [PostgreSQL CHEAT SHEET](https://www.postgresqltutorial.com/wp-content/uploads/2018/03/PostgreSQL-Cheat-Sheet.pdf)
- [POSTGRESQL 8.3 PSQL CHEAT SHEET](http://www.postgresonline.com/downloads/special_feature/postgresql83_psql_cheatsheet.pdf)
- **Video**
- [SQL and PostgreSQL: The Complete Developer's Guide](https://www.udemy.com/course/sql-and-postgresql/)
- #### MySQL
- **Documentation**
- [MySQL Documentation](https://dev.mysql.com/doc/)
- **Tutorials**
- [MySQL Tutorial](https://www.mysqltutorial.org/)
- **Cheat Sheet**
- [MySQL Cheat Sheet by GoalKicker](https://books.goalkicker.com/MySQLBook/MySQLNotesForProfessionals.pdf)
- #### Oracle
- **Documentation**
- [Oracle Documentation](https://docs.oracle.com/en/database/index.html)
- **Tutorials**
- [Oracle Tutorial](https://www.oracletutorial.com/)
- **Cheat Sheet**
- [Oracle Cheat Sheet by GoalKicker](https://books.goalkicker.com/OracleDatabaseBook/OracleDatabaseNotesForProfessionals.pdf)
- #### MongoDB
- **Documentation**
- [MongoDB Documentation](https://www.mongodb.com/docs/)
- **Tutorial**
- [Python MongoDB](https://www.w3schools.com/python/python_mongodb_getstarted.asp)
- **Cheat Sheet**
- [MongoDB Cheat Sheet by GoalKicker](https://books.goalkicker.com/MongoDBBook/MongoDBNotesForProfessionals.pdf)
- #### Redis
- **Documentation**
- [Redis Documentation](https://redis.io/docs/)
- **Video**
- [Redis Crash Course 1](https://www.youtube.com/watch?v=Hbt56gFj998)
- [Redis Crash Course 2](https://www.youtube.com/watch?v=OqCK95AS-YE)
- **Article**
- [How to use redis with python by Brad Solomon](https://realpython.com/python-redis/)
- **Cheat Sheet**
- [Redis Cheat Sheet 1](https://cheatography.com/tasjaevan/cheat-sheets/redis/)
- [Redis Cheat Sheet 2](https://masonoise.files.wordpress.com/2010/03/redis-cheatsheet-v1.pdf)
- #### MemCached
- **Documentation**
- [MemCached Wiki](https://github.com/memcached/memcached/wiki)
- #### Apache Cassandra
- **Documentation**
- [Apache Cassandra Documentation](https://cassandra.apache.org/_/index.html)
- ### Clean Code
- **Book**
- ✅ [Clean Code: A Handbook of Agile Software Craftsmanship](https://www.amazon.com/gp/product/0132350882)
- ✅ [Clean Code in Python by Mariano Anaya](https://www.amazon.com/Clean-Code-Python-maintainable-efficient/dp/1800560214)
- [Code Complete: A Practical Handbook of Software Construction, Second Edition by Steve Mcconnell](https://www.amazon.com/Code-Complete-Practical-Handbook-Construction/dp/0735619670)
- [Clean Python: Elegant Coding in Python by Sunil Kapil](https://www.amazon.com/Clean-Python-Elegant-Coding/dp/1484248775)
- ### ORM
- ### SQLAlchemy
- **Documentation**
- [SQLAlchemy documentation](https://docs.sqlalchemy.org/en/14/)
- **Tutorial**
- [SQLAlchemy tutorials](https://www.sqlalchemy.org/library.html#tutorials)
- [SQLAlchemy ORM tutorial](https://auth0.com/blog/sqlalchemy-orm-tutorial-for-python-developers/)
- ### Django-ORM
- **Book**
- [Django ORM cookbook](https://books.agiliq.com/projects/django-orm-cookbook/en/latest/) (by Agiliq)
- **Documentation**
- [Django ORM documentation](https://docs.djangoproject.com/en/4.2/topics/db/)
- **Tutorial**
- [Django ORM examples](https://github.com/django/django/tree/main/tests/queries) (in Django's official GitHub repository)
- [Using Django ORM Outside Of Framework](https://abdus.dev/posts/django-orm-standalone/)
- [How to use FastAPI with Django ORM and Admin](https://nsikakimoh.com/blog/fastapi-and-django-orm)
- ### Tortoise
- **Documentation**
- [Tortoise ORM documentation](https://tortoise-orm.readthedocs.io/en/latest/)
- **Tutorial**
- [Tortoise ORM tutorial](https://tortoise-orm.readthedocs.io/en/latest/examples.html)
- ### Peewee
- **Documentation**
- [Peewee documentation](http://docs.peewee-orm.com/en/latest/index.html)
- **Tutorial**
- [Peewee tutorial](http://docs.peewee-orm.com/en/latest/peewee/quickstart.html)
- [Peewee ORM examples](https://github.com/coleifer/peewee/tree/master/examples)
- ### Pony
- **Documentation**
- [Pony ORM documentation](https://docs.ponyorm.org/)
- **Tutorial**
- [Pony ORM tutorial](https://docs.ponyorm.org/tutorials/first-steps.html)
- [Pony ORM examples](https://github.com/ponyorm/pony/tree/master/examples)
- ### Clean Architecture
- **Book**
- [Clean Architecture: A Craftsman's Guide to Software Structure and Design (Robert C. Martin Series)](https://www.amazon.com/Clean-Architecture-Craftsmans-Software-Structure/dp/0134494164)
- [Architecture Patterns with Python: Enabling Test-Driven Development, Domain-Driven Design, and Event-Driven Microservices](https://www.amazon.nl/Architecture-Patterns-Python-Domain-Driven-Microservices-ebook/dp/B085KB31X3)
- ### Caching
- **Article**
- [Caching in django with redis by Real Python](https://realpython.com/caching-in-django-with-redis/)
- **Video**
- [Redis Course - In-Memory Database Tutorial](https://www.youtube.com/watch?v=XCsS_NVAa1g)
- ### Testing
- #### Python `unittest` package
- **Documentation**
- [Testing in Python](https://docs.python.org/3/library/unittest.html)
- [Getting Started With Testing in Python](https://realpython.com/python-testing/)
- #### `PyTest` Testing Package
- **Documentation**
- [Official PyTest Documentation](https://docs.pytest.org/en/stable/index.html)
- #### DRF Test Framework
- **Documentation**
- [Testing - Django REST framework](https://www.django-rest-framework.org/api-guide/testing/)
- **Video**
- [Pytest Django and Django Rest Framework](https://www.youtube.com/watch?v=KIIdbVs7e8I&list=PLP1DxoSC17LZTTzgfq0Dimkm6eWJQC9ki)
- ### Container Platforms
- #### Docker
- **Documentation**
- [Docker Documentation](https://docs.docker.com/)
- **Book**
- [Docker in Action, Second Edition](https://www.manning.com/books/docker-in-action-second-edition)
- [Docker Deep Dive: Zero to Docker in a single book](https://www.amazon.com/Docker-Deep-Dive-Nigel-Poulton-ebook/dp/B01LXWQUFF)
- **Video**
- [Docker Mastery With Django - very academy](https://www.youtube.com/watch?v=W5Ov0H7E_o4&list=PLOLrQ9Pn6cazCfL7v4CdaykNoWMQymM_C)
- [Docker Course by Mosh Hamedani](https://codewithmosh.com/p/the-ultimate-docker-course)
- [Docker Swarm Step by Step](https://www.youtube.com/watch?v=74p7csxKN8M)
- **Cheat Sheet**
- [Docker Cheat Sheet](https://www.docker.com/wp-content/uploads/2022/03/docker-cheat-sheet.pdf)
- #### Kubernetes
- **Documentation**
- [Kubernetes Documentation](https://kubernetes.io/docs/home/)
- **Video**
- ["Just me and Opensource" YouTube channel](https://www.youtube.com/playlist?list=PL34sAs7_26wNBRWM6BDhnonoA5FMERax0)
- **Book**
- [Kubernetes: Up and Running, 2nd Edition](https://www.oreilly.com/library/view/kubernetes-up-and/9781492046523)
- [Kubernetes in Action, Second Edition](https://www.manning.com/books/kubernetes-in-action-second-edition)
- **Community**
- [Kubernetes Discord group](https://discord.gg/k8s-at-home)
- ### Programming Paradigms
- #### Object-Oriented Programming
- **Tutorial**
- [Python Classes and Objects by W3Schools (Beginners)](https://www.w3schools.com/python/python_classes.asp)
- [Python Object Oriented Programming by programiz.com (Beginners)](https://www.programiz.com/python-programming/object-oriented-programming)
- **Article**
- [Python OOPs Concepts 3 by GeeksForGeeks (Beginners)](https://www.geeksforgeeks.org/python-oops-concepts/)
- [Object-Oriented Programming (OOP) in Python 3 by David Amos (Intermediate)](https://realpython.com/python3-object-oriented-programming/#:~:text=Programming%20with%20Python.-,What%20Is%20Object%2DOriented%20Programming%20in%20Python%3F,are%20bundled%20into%20individual%20objects.)
- **Book**
- [Python Object-Oriented Programming](https://www.amazon.com/Python-Object-Oriented-Programming-maintainable-object-oriented/dp/1789615852/ref=pd_sbs_sccl_2_2/138-1551814-9810765?pd_rd_w=jzyei&pf_rd_p=3676f086-9496-4fd7-8490-77cf7f43f846&pf_rd_r=MFK3P1Y675XM2K837YAX&pd_rd_r=392af586-64f4-4790-83f3-4b2ba1954b3d&pd_rd_wg=0Wk4G&pd_rd_i=1789615852&psc=1)
- #### Functional Programming
- **Article**
- [Functional Programming in Python](https://realpython.com/python-functional-programming/)
- ### Architectural Patterns
- #### Microservice
- **Book**
- [Microservice Architecture](https://www.oreilly.com/library/view/microservice-architecture/9781491956328)
- [Building Microservices, 2nd Edition](https://www.oreilly.com/library/view/building-microservices-2nd/9781492034018/)
- #### Enterprise Applications
- **Book**
- [Patterns of Enterprise Application Architecture](https://www.amazon.de/Patterns-Enterprise-Application-Architecture-Martin/dp/0321127420)
- [Enterprise Integration Patterns: Designing, Building, and Deploying Messaging Solutions](https://www.amazon.de/-/en/Gregor-Hohpe/dp/0321200683/)
- ### Design Principles
- #### SOLID
- **Article**
- [SOLID Principles In Python by Philip Norton](https://www.hashbangcode.com/article/solid-principles-python)
- [Uncle Bob's SOLID principles made easy 🍀 - in Python!](https://www.youtube.com/watch?v=pTB30aXS77U)
- #### KISS
- #### DRY
- ### Design Patterns
- **Book**
- [Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software](https://www.amazon.com/Head-First-Design-Patterns-Object-Oriented/dp/149207800X)
- [Django Design Patterns and Best Practices (by Arun Ravindran)](https://www.amazon.com/Django-Design-Patterns-Practices-Industry-standard/dp/1788831349)
- [Dive Into Design Patterns by Alexander Shvets](https://refactoring.guru/design-patterns/book)
- **Video**
- [Design Patterns Course by Mosh Hamedani](https://codewithmosh.com/p/design-patterns)
- [Become a better software developer](https://www.youtube.com/c/ArjanCodes)
- ### Message Brokers
- #### RabbitMQ
- **Documentation**
- [RabbitMQ Documentation](https://www.rabbitmq.com/documentation.html)
- **Cheat Sheet**
- [RabbitMQ Cheat Sheet 1](https://cheatography.com/francisuk/cheat-sheets/rabbitmq/pdf/)
- [RabbitMQ Cheat Sheet 2](https://lzone.de/cheat-sheet/RabbitMQ)
- #### Apache Kafka
- **Documentation**
- [Apache Kafka Documentation](https://kafka.apache.org/documentation/)
- **Cheat Sheet**
- [Apache Kafka Cheat Sheet 1](https://gist.github.com/sahilsk/d2a6ec384f5f2333e3fef40a581a97e1)
- [Apache Kafka Cheat Sheet 2](https://medium.com/@TimvanBaarsen/apache-kafka-cli-commands-cheat-sheet-a6f06eac01b)
- ### WSGI Servers
- #### Gunicorn
- **Documentation**
- [Gunicorn Documentation](https://docs.gunicorn.org/en/stable/)
- #### uWSGI
- **Documentation**
- [uWSGI Documentation](https://uwsgi-docs.readthedocs.io/en/latest/)
- ### ASGI Servers
- #### Uvicorn
- **Documentation**
- [Uvicorn Documentation](https://www.uvicorn.org/)
- #### Starlette
- **Documentation**
- [Starlette Documentation](https://www.starlette.io/)
- ### Web Servers
- #### Nginx
- **Documentation**
- [NGINX Documentation](http://nginx.org/en/docs/)
- **Book**
- [NGINX Cookbook](https://www.nginx.com/resources/library/complete-nginx-cookbook/)
- **Cheat Sheet**
- [NGINX CHEAT SHEET](https://kiza.dev/notes/nginx-cheat-sheet)
- #### Apache
- **Documentation**
- [Apache Documentation](https://httpd.apache.org/docs/)
- **Book**
- [Apache Cookbook: Solutions and Examples for Apache Administrators](https://www.amazon.com/Apache-Cookbook-Solutions-Examples-Administrators/dp/0596529945)
- **Cheat Sheet**
- [Apache Cheat Sheet](http://www.cheat-sheets.org/saved-copy/apache-refcard-a4.pdf)
- ### API
- #### Design
- **Guidelines and Best Practices**
- ✅ [Zalando RESTful API and Event Guidelines](https://opensource.zalando.com/restful-api-guidelines/)
- [Microsoft REST API Guidelines](https://github.com/microsoft/api-guidelines)
- #### Security
- **Checklist**
- [API Security Checklist](https://github.com/bobycloud/API-Security-Checklist/blob/master/README-en.md)
- ### Reliability
- **Book**
- ✅ [Building Secure and Reliable Systems: Best Practices for Designing, Implementing, and Maintaining Systems](https://www.amazon.com/Building-Secure-Reliable-Systems-Implementing/dp/1492083127)
- [Site Reliability Engineering: How Google Runs Production Systems](https://www.amazon.com/Site-Reliability-Engineering-Production-Systems/dp/149192912X)
- [The Site Reliability Workbook: Practical Ways to Implement SRE](https://www.amazon.com/Site-Reliability-Workbook-Practical-Implement/dp/1492029505)
- [Chaos Engineering: System Resiliency in Practice](https://www.amazon.com/Chaos-Engineering-System-Resiliency-Practice/dp/1492043869)
- ### Distributed Systems
- **Book**
- [Distributed Systems: Principles and Paradigms](https://www.amazon.nl/-/en/Maarten-Van-Steen/dp/153028175X)
- [Scalability Patterns: Best Practices for Designing High Volume Websites](https://www.amazon.com/Scalability-Patterns-Practices-Designing-Websites/dp/1484210743)
- [Distributed Computing with Python](https://www.oreilly.com/library/view/distributed-computing-with/9781785889691/)
- ### Reactive Systems
- **Book**
- [Reactive Microservices Architecture](https://www.oreilly.com/library/view/reactive-microservices-architecture/9781491975664/)
- [Hands-On Reactive Programming with Python: Event-driven development unraveled with RxPY](https://www.amazon.nl/Hands-Reactive-Programming-Python-Event-driven/dp/1789138728)
- [Reactive Application Development](https://www.manning.com/books/reactive-application-development)
- ### Refactoring
- **Book**
- ✅ [Refactoring: Improving the Design of Existing Code](https://www.amazon.com/Refactoring-Improving-Design-Existing-Code/dp/0201485672)
- [Software Architecture: The Hard Parts: Modern Tradeoff Analysis for Distributed Architectures](https://www.amazon.nl/Software-Architecture-Distributed-Architectures-Trade-Off/dp/1492086894/)
- **Platform**
- ✅ [Refactoring.guru](https://refactoring.guru/refactoring)
- **Video**
- [Dive Into Refactoring](https://refactoring.guru/refactoring/course)
- ### Security
- **Book**
- [The Web Application Hacker's Handbook](https://www.amazon.com/Web-Application-Hackers-Handbook-Exploiting/dp/1118026470)
- [Application_Security_Program_Handbook - a guide for software engineers](https://www.mysterylovescompany.com/book/9781633439818)
- [Designing secure software - a guide for devlopers](https://www.amazon.com/Designing-Secure-Software-Guide-Developers/dp/1718501927)
- [Hacking APIs Breaking Web Application Programming Interfaces](https://www.amazon.com/Hacking-APIs-Application-Programming-Interfaces/dp/1718502443)
- [Web Application Security Exploitation and Countermeasures for Modern Web Applications](https://www.amazon.com/Web-Application-Security-Exploitation-Countermeasures/dp/1492053112)
- [Web Security for Developers: Real Threats, Practical Defense](https://www.amazon.com/Web-Security-Developers-Malcolm-McDonald/dp/1593279949)
- [Mastering Modern Web Penetration Testing](https://www.amazon.com/Mastering-Modern-Web-Penetration-Testing/dp/1785284584)
- **WebSite**
- [OWASP Top 10](https://owasp.org/www-project-top-ten/)
- [OWASP Top 10 for Web with live training](https://application.security/free/owasp-top-10)
- [SANS SWAT Checklist](https://www.sans.org/cloud-security/securing-web-application-technologies/)
- ### Monitoring
- **Article**
- [log vs metric vs trace](https://microsoft.github.io/code-with-engineering-playbook/observability/log-vs-metric-vs-trace/)
- [things to know about observability mechanisms](https://medium.com/@surfd1001/things-to-know-about-observability-mechanisms-a52876e421c7)
- [The 3 pillars of observability: Logs, metrics and traces](https://www.techtarget.com/searchitoperations/tip/The-3-pillars-of-observability-Logs-metrics-and-traces)
- [ Logging vs Tracing: Why Logs Aren’t Enough to Debug Your Microservices ](https://dev.to/aspecto/logging-vs-tracing-why-logs-aren-t-enough-to-debug-your-microservices-4jgi)
- ### Soft Skill
- **Book**
- [The Clean Coder: A Code of Conduct for Professional Programmers](https://www.amazon.com/Clean-Coder-Conduct-Professional-Programmers/dp/0137081073)
- [No Hard Feelings](https://www.amazon.com/No-Hard-Feelings-Emotions-Succeed/dp/0241328705)
- ### Public Cloud
- **Book**
- [AWS Certified Solutions Architect Study Guide with 900 Practice Test Questions: Associate (SAA-C03)](https://www.amazon.nl/Certified-Solutions-Architect-Practice-Questions/dp/1119982626)
- [Cloud Native Python](https://www.oreilly.com/library/view/cloud-native-python/9781787129313/)
- **Course**
- [Learn AWS Automation with Boto3, Python, and Lambda Functions](https://www.packtpub.com/product/learn-aws-automation-with-boto3-python-and-lambda-functions-video/9781803245317)
- ### IoT
- #### Protocol
- [Practical MQTT with Steve](http://www.steves-internet-guide.com/)