Programming, Math, Science

This is a list of links to different freely available learning resources about computer programming, math, and science.

Table of contents

AI
- General AI
- Machine Learning
- Computer Games AI
Algorithms
Command Line and Tools
Compilers and Interpreters
Computer Graphics
Computer Networks and Network Programming
Cryptography
Databases
Design Patterns
Game Programming
GUI Programming
Hardware
Math
- Algebra
Multithreading and Concurrency
Operating Systems
Physics
Programming Languages
- Assembly
- C
- C++
- Clojure
- Common Lisp
- Erlang
- Go
- Haskell
- Pascal
- Pyret
- Python
- Racket
- Regular expressions
- Rust
- Scheme
Retrocomputing
Reverse engineering
Robotics
Text editors
Version control tools
Emulators and Virtual Machines
Web programming
Other

AI

General AI

Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp by Peter Norvig

Machine Learning

A Course in Machine Learning by Hal Daumé III
Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville
Machine Learning Engineering Book by Andriy Burkov
Mathematics for Machine Learning by Marc Peter Deisenroth, A. Aldo Faisal, and Cheng Soon Ong
Physics-based Deep Learning by N. Thuerey, P. Holl, M. Mueller, P. Schnell, F. Trost, K. Um
The Hundred Page Machine Learning Book by Andriy Burkov

Computer Games AI

Game AI Pro by Steve Rabin
Programming Starcraft AI by Peter Kis

Algorithms

Algorithms by Jeff Erickson
Competitive Programming Algorithms
Exact String Matching Algorithms by Christian Charras and Thierry Lecroq
Principles of Algorithmic Problem Solving by Johan Sannemo
Problem Solving with Algorithms and Data Structures using Python by Brad Miller and David Ranum

Command line and tools

Curl Cookbook
Curl Exercises by Julia Evans
How I'm still not using GUIs: A guide to the terminal by Lucas Fernandes da Costa
The Linux Command Handbook by Flavio Copes

Compilers and Interpreters

Build Your Own Lisp by Daniel Holden
Crafting Interpreters by Robert Nystrom
Creating the Bolt Compiler by Mukul Rathi
How Clang Compiles a Function by John Regehr
How LLVM Optimizes a Function by John Regehr
Let's Build a Compiler by Jack Crenshaw
Let's Write a Compiler by Brian Robert Callahan
Make A Language - A series about making a programming language called Eldiro using the Rust programming language.

Computer Graphics

3D Game Shaders For Beginners
A Primer on Bézier Curves
Computer Graphics from Scratch by Gabriel Gambetta
GPU Performance for Game Artists by Keith O’Conor
I Am Graphics And So Can You - a series of blog posts about implementing a Vulkan renderer for Doom 3 by Dustin H. Land
Learn Computer Graphics From Scratch
Learn OpenGL by Joey de Vries
NVIDIA Vulkan Ray Tracing Tutorials
Probability Theory for Physically Based Rendering by Jacco Bikker
- Part 1
- Part 2
Ray Tracing Gems by Eric Haines and Tomas Akenine-Möller
Ray Tracing Gems II by Adam Marrs, Peter Shirley, and Ingo Wald
Ray Tracing in One Weekend: The Book Series by Peter Shirley
The Book of Shaders by Patricio Gonzalez Vivo and Jen Lowe
Vulkan Guide
Vulkan Raytracing Tutorials
Vulkan Tutorial by Alexander Overvoorde
WebGL2 Fundamentals

Computer Networks and Network Programming

Cryptography

Practical Cryptography for Developers by Svetlin Nakov

Databases

The Theory of Relational Databases by David Maier

Design Patterns

Game Programming

Retro Rampage a tutorial series in which you will learn how to build a Wolfenstein-like game from scratch, in Swift by Nick Lockwood
Reverse engineering the rendering of The Witcher 3
Scroll Back: The Theory and Practice of Cameras in Side-Scrollers by Itay Keren

GUI Programming

Hardware

Modern Microprocessors: A 90-Minute Guide! by Jason Robert Carey Patterson
Processor Design: An Introduction

Math

A Gentle Introduction to Tensors by Boaz Porat
A Programmer's Introduction to Mathematics by Jeremy Kun
Approved Textbooks of the American Institute of Mathematics
Book of Proof, Third Edition by Richard Hammack
Books by Dr. Kenneth Kuttler
Calculus Made Easy by Silvanus P. Thompson
Category Theory for Programmers by Bartosz Milewski
Category Theory Illustrated by Boris Marinov
Euclid's Elements
Introduction to Theoretical Computer Science by Boaz Barak
Paul's Online Math Notes by Paul Dawkins
Seeing Theory - a book about statistics with interactive visualizations by Daniel Kunin, Jingru Guo, Tyler Dae Devlin, and Daniel Xiang

Algebra

Algebra: An Elementary Text-Book by George Chrystal
Immersive Linear Algebra by J. Ström, K. Åström, and T. Akenine-Möller
Interactive Linear Algebra by Dan Margalit and Joseph Rabinoff
Intermediate Algebra by Saylor Academy

Multithreading and Concurrency

POSIX Threads Programming by Blaise Barney

Operating Systems

Making our own executable packer by Amos
Systems Programming: Lecture Notes by Jian Huang
The Linux Documentation Project
Writing an OS in Rust by Philipp Oppermann

Physics

A free introduction to quantum computing and quantum mechanics by Andy Matuschak and Michael Nielsen
Relativity: A Modern Primer by Kevin Han
Structure and Interpretation of Classical Mechanics, Second Edition by Gerald Jay Sussman and Jack Wisdom
The Feynman Lectures on Physics

Programming languages

Go

Practical Go Lessons by Maximilien Andile

Haskell

Learn You a Haskell for Great Good! by Miran Lipovača
Monday Morning Haskell
Real World Haskell by Bryan O'Sullivan, Don Stewart, and John Goerzen

Pascal

Modern Object Pascal Introduction for Programmers by Michalis Kamburelis

Pyret

Programming and Programming Languages

Python

Automate the Boring Stuff with Python by Al Sweigart
Composing Programs by John DeNero
Learn Python the Right Way

Racket

How to Design Programs, Second Edition by Matthias Felleisen, Robert Bruce Findler, Matthew Flatt, Shriram Krishnamurthi

Regular expressions

Implementing Regular Expressions by Russ Cox
RegexOne
Regular-Expressions.info by Jan Goyvaerts
Rex Eats Regular Expressions for Breakfast

Rust

A Gentle Introduction to Rust by Steve Donovan
Exploring ways to make async Rust easier by Carl Lerche
Rust Language Cheat Sheet
Things you can’t do in Rust (and what to do instead)

Scheme

Structure and Interpretation of Computer Programs by Harold Abelson and Gerald Jay Sussman with Julie Sussman

Retrocomputing

How to Write ZX Spectrum Games by Jonathan Cauldwell
First Steps in Z80 Assembly Language by Darryl Sloan
Learn Multiplatform Assembly Programming by ChibiAkumas
The Lost Ways of Programming: Commodore 64 BASIC by Tomas Petricek
Z80 User's Manual

Reverse engineering

Reverse Engineering for Beginners by Dennis Yurichev
Reversing for dummies - x86 assembly and C code by Sami Alaoui
Linux Reverse Engineering CTFs for Beginners

Robotics

Modern Robotics: Mechanics, Planning, and Control by Kevin M. Lynch and Frank C. Park
Underactuated Robotics by Russ Tedrake

Text editors

Build Your Own Text Editor
Learn Vim (the Smart Way) by Igor Irianto
The Vi/Ex Editor by Walter Alan Zintz

Version control tools

Git from the Bottom Up by John Wiegley

Emulators and Virtual Machines

Write your Own Virtual Machine
Writing NES emulator in Rust by Rafael Bagmanov

Web programming

Intro to Web Dev
FastCGI — The Forgotten Treasure by Peter Simons and Ralph Babel

Other

Beej's Guides
Computer Science from the Bottom Up by Ian Wienand
How These Things Work - a book about abstraction
Memory Management Reference
Teach Yourself Computer Science
The Nature of Code a book about how can we capture the unpredictable evolutionary and emergent properties of nature in software by Daniel Shiffman
The Scientist and Engineer's Guide to Digital Signal Processing by Steven W. Smith, Ph.D.

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