d-mbithi / python-engineer-roadmap

Python Engineer Roadmap

Python Engineer Roadmap

Table of Contents

💡 To navigate easily through the roadmap, use the table of contents below.

• Introduction
• Prerequisites
  • Algorithms and Data Structures
  • System Design
  • Git
  • Operating System
  • Virtual Environment
  • Python
• Career Path
  • Backend
    • Django
    • FastAPI
    • Flask
    • Tornado
    • Sanic
    • AIOHTTP
    • Bottle
    • Dash
  • Data Science
  • Machine Learning
  • Deep Learning
  • DevOps
  • Hacking
  • Algorithmic Trading
• Advanced Topics
  • Databases
    • General
    • PostgreSQL
    • MongoDB
    • Redis
    • MemCached
    • Apache Cassandra
  • Clean Code
  • Clean Architecture
  • Caching
  • Testing
    • Python unittest package
    • DRF Test Framework
  • Container Platforms
    • Docker
    • Kubernetes
  • Programming Paradigms
    • Object-Oriented Programming
    • Functional Programming
  • Architectural Patterns
    • Microservice
    • Enterprise Applications
  • Design Principles
    • SOLID
    • KISS
    • DRY
  • Design Patterns
  • Message Brokers
    • RabbitMQ
  • Web Servers
    • Nginx
    • Apache
  • Availability and Reliability
  • Distributed Systems
  • Reactive Systems
  • Refactoring
  • Security
  • Monitoring
  • Soft Skill
  • Public Cloud
  • Where to Go Next?
• Contribution

Introduction

Python can be used in a lot of computer science fields. In this repository, we have put together 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.

Prerequisites

• Algorithms and Data Structures

  • Book

    • ✅ Grokking Algorithms by Aditya Bhargava
    • ✅ Cracking the Coding Interview by Gayle Laakmann McDowell
    • Data Structure and Algorithmic Thinking with Python: Data Structure and Algorithmic Puzzles by Narasimha Karumanchi
    • Introduction to Algorithms (CLRS)

  • Video

    • Data Structures And Algorithms Course by Mosh Hamedani

  • Platform

    • ✅ LeetCode
    • HackerRank
    • CodeWars
    • TheAlgorithms
    • Codeforces

  • Repo

    • ✅ Coding University

• System Design

  • Book

    • ✅ System Design Interview by Alex Xu
    • System Design Interview: Volume 2 by Alex Xu & Sahn Lam

  • Course

    • Educative - Grokking the System Design Interview

• Git

  • Documentation

    • Git Documentation

  • Video

    • ✅ Git Course by Mosh Hamedani

  • Book

    • Pro Git
    • Git Notes for Professionals

  • Website

    • Learn Git Branching

• Operating System

  • Book

    • ✅ LPIC-1: Linux Professional Institute Certification Study Guide: Exams 101 and 102 by Roderick W. Smith

  • Video

    • Lpic-1 Course by Jadi

  • Platform

    • Linux Journey

• Virtual Environment

  • Documentation
    • virtualenvwrapper

• Python

  • Documentation

    • Python Documentation

  • Beginner

    • Book

      • ✅ Python Crash Course by Eric Matthes
      • Head First Python by Paul Barry
      • Learn Python the Hard Way by Zed Shaw
      • Essential Python Tools

    • Video

      • Python Beginner Tutorial by NeuralNine
      • Python Programming Tutorials by Tech with Tim

    • Platform

      • W3schools
      • Codecademy Python 2
      • Codecademy Python 3
      • Sololearn Python

  • Intermediate

    • Book

      • ✅ Python Cookbook by David Beazley & Brian Jones
      • Beyond the Basic Stuff with Python Best Practices for Writing Clean Code by Sweigart, Al
      • Fluent Python by Luciano Ramalho 2nd Edition
      • Effective Python by Brett Slatkin
      • Python Concurrency with asyncio

    • Video

      • Python Intermediate Tutorial by NeuralNine
      • Intermediate Python Tutorials by Tech with Tim

    • Platform

      • GeeksForGeeks
      • Programiz

  • Advanced

    • Book

      • ✅ Architecture Patterns with Python by Harry Percival & Bob Gregory
      • ✅ Practices of the Python Pro by Dane Hillard
      • ✅ Python Tricks by Dan Bader
      • Python Testing with pytest by Brian Okken
      • Python Concurrency with asyncio by Matthew Fowler
      • Python for Programmers by Deitel Developer Series
      • Serious Python by Julien Danjou
      • Python Notes for Professionals

    • Video

      • Python3: Deep Dive (4 Parts)

    • Platform

      • ✅ RealPython
      • Python-Course

Career Path

• Backend

  • Django

    • Documentation

      • Django Documentation

    • Book

      • Django for Beginners by William S. Vincent
      • Django for APIs by William S. Vincent
      • Django for Professionals by William S. Vincent
      • Two Scoops of Django 3.x by Daniel Roy Greenfeld, Audrey Roy Greenfeld
      • Test-Driven Development with Python: Obey the Testing Goat: Using Django, Selenium, and JavaScript by Harry Percival
      • Test-Driven Development with Django by Kevin Harvey
      • Django3 by example by antonio mele

    • Video

      • Django Web Framework - Full Course for Beginners by Justin Mitchel
      • Build REST APIs with Django REST Framework and Python By Shubham Sarda
      • Django For Everybody - Full Course by Dr. Charles Severance
      • Django ORM Mastery - Very Academy
      • Learn Django Class Base View - Very Academy
      • Django Course by Mosh Hamedani

    • Awesome Django

      • Awesome Django

  • FastAPI

    • Book

    • Video

      • Python API Development - Comprehensive Course for Beginners by Sanjeev Thiyagarajan
      • FastAPI course by testdriven.io & talkpython.fm

    • Documentation

      • FastAPI documentation
      • FastAPI Utilities documentation

    • Awesome FastAPI

      • Awesome FastAPI

  • Flask

    • Book

      • Flask Web Development: Developing Web Applications with Python
      • Flask Framework Cookbook

    • Video

      • Flask Tutorial by Tech With Tim
      • REST APIs with Flask and Python by Jose Salvatierra

    • Documentation

      • Flask Document

  • Tornado

    • Book

      • Introduction to Tornado by Michael Dory

    • Video

      • Tornado, Coroutines and Concurrency by Bek Brace
      • Tornado in Depth by Oscar Vilaplana
      • More than just a pretty web framework, the Tornado IOLoop by Gavin M.Roy

    • Documentation

      • Tornado Document

  • Sanic

  • AIOHTTP

  • Bottle

  • Dash

  • List Of All Python Backend Web Frameworks

• Data Science

• Machine Learning

• Deep Learning

• DevOps

• Hacking

  • Book
    • Black Hat Python, 2nd Edition: Python Programming for Hackers and Pentesters

• Algorithmic Trading

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
      • Seven Databases in Seven Weeks: A Guide to Modern Databases and the NoSQL Movement

  • PostgreSQL

    • Documentation
      • PostgreSQL Documentation

  • MongoDB

    • Documentation

      • MongoDB Documentation

    • Tutorial

      • Python MongoDB

  • Redis

    • Documentation
      • Redis Documentation

  • MemCached

    • Documentation
      • MemCached Wiki

  • Apache Cassandra

• Clean Code

  • Book
    • ✅ Clean Code in Python by Mariano Anaya
    • Code Complete: A Practical Handbook of Software Construction, Second Edition by Steve Mcconnell

• Clean Architecture

  (In Progress)

• Caching

  • Video
    • Redis Course - In-Memory Database Tutorial

• Testing

  • Python unittest package

    • Documentation
      • Testing in Python
      • Getting Started With Testing in Python

  • DRF Test Framework

    • Documentation

      • Testing - Django REST framework

    • Video

      • Pytest Django and Django Rest Framework

• Container Platforms

  • Docker

    • Documentation

      • Docker Documentation

    • Book

      • Docker in Action, Second Edition
      • Docker Deep Dive: Zero to Docker in a single book

    • Video

      • Docker Mastery With Django - very academy
      • Docker Course by Mosh Hamedani
      • Docker Swarm Step by Step

  • Kubernetes

    • Documentation

      • Kubernetes Documentation

    • Video

      • "Just me and Opensource" YouTube channel

    • Book

      • Kubernetes: Up and Running, 2nd Edition
      • Kubernetes in Action, Second Edition

• Programming Paradigms

  • Object-Oriented Programming

    • Book
      • Python3 Object-Oriented Programming

  • Functional Programming

    • Article
      • Functional Programming in Python

• Architectural Patterns

  • Microservice

    • Book
      • Microservice Architecture
      • Building Microservices, 2nd Edition

  • Enterprise Applications

    • Book
      • Patterns of Enterprise Application Architecture
      • Enterprise Integration Patterns: Designing, Building, and Deploying Messaging Solutions

• Design Principles

  • SOLID

  • KISS

  • DRY

• Design Patterns

  • Book

    • Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software
    • Django Design Patterns and Best Practices (by Arun Ravindran)
    • Dive Into Design Patterns by Alexander Shvets

  • Video

    • Design Patterns Course by Mosh Hamedani

• Message Brokers

  • RabbitMQ

    • Article
      • RabbitMQ Hello World
      • RabbitMQ Work Queues
      • RabbitMQ Publish/Subscribe
      • RabbitMQ Routing
      • RabbitMQ Topics
      • RabbitMQ Remote procedure call (RPC)

• Web Servers

  • Nginx

    • Documentation
      • NGINX Documentation
    • Book
      • NGINX Cookbook

  • Apache

    • Documentation
      • Apache Documentation
    • Book
      • Apache Cookbook: Solutions and Examples for Apache Administrators

• Availability and Reliability

  (In Progress)

• Distributed Systems

  (In Progress)

• Reactive Systems

  (In Progress)

• Refactoring

  (In Progress)

• Security

  • Book
    • The Web Application Hacker's Handbook
  • WebSite
    • OWASP Top 10
    • OWASP Top 10 for Web with live training

• Monitoring

  (In Progress)

• Soft Skill

  (In Progress)

• Public Cloud

  (In Progress)

• Where to Go Next?

  (In Progress)

Contribution

Feel free to contribute and add more resources.

First time contributing to a repository? For more information about the steps and guides, check out this repository. (Also available in Persian)