Computer Games AI

• Programming Starcraft AI
• Artificial Intelligence and Games

Machine Learning

• Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
• Deep Learning
• Deep Learning Course
• Deep Learning: Foundations and Concepts
• Dive into Deep Learning Compiler
• Information Theory, Inference, and Learning Algorithms
• Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory
• Mathematics for Machine Learning
• Neural Networks: Zero to Hero - A course by *Andrej Karpathy*
• Physics-based Deep Learning
• Probabilistic Machine Learning: An Introduction
• Probabilistic Machine Learning: Advanced Topics
• The Little Book of Deep Learning
• Learning Theory from First Principles
• Speech and Language Processing, 3rd edition
• The Elements of Differentiable Programming
• Alice’s Adventures in a differentiable wonderland
• Crash Course in Deep Learning (for Computer Graphics)
• The Engineer's Guide To Deep Learning
• Applied Machine Learning for Tabular Data
• Deep Learning Interviews
• A Course in Machine Learning
• Deep Reinforcement Learning: Zero to Hero!
• Machine Learning Engineering Book
• Machine Learning Engineering Open Book
• A Comprehensive Guide to Machine Learning
• Algorithmic Aspects of Machine Learning
• An Illustrated Guide to Automatic Sparse Differentiation
• Concise Machine Learning
• Data Science and Machine Learning: Mathematical and Statistical Methods
• Deep Learning on Graphs
• Deep Learning with Python, Second Edition
• Dummy's Guide to Modern LLM Sampling
• Foundations of Computer Vision
• Harvard's undergraduate course in Machine Learning
• Introduction to Flow Matching and Diffusion Models
• Introduction to ggml
• Introduction to Machine Learning
• Introduction to Machine Learning
• Introduction to Machine Learning
• Lecture Notes for Machine Learning and Data Science Courses Information School, University of Washington
• Lecture Notes for Machine Learning Theory
• Machine Learning Lecture Notes
• Machine learning with neural networks
• Notes on AutoGrad
• Probabilistic Artificial Intelligence
• Statistical Learning Theory
• The Most Important Machine Learning Equations: A Comprehensive Guide
• The Principles of Deep Learning Theory
• The Principles of Diffusion Models: From Origins to Advances - Hsin Lai*, *Yang Song*, *Dongjun Kim*, *Yuki Mitsufuji*, *Stefano Ermon*
• Theory of Deep Learning
• Tutorial on Diffusion Models for Imaging and Vision
• A Visual Guide to Quantization: Demystifying the Compression of Large Language Models
• Foundations of Large Language Models
• How to run LLMs on PC at home using Llama.cpp
• Google Machine Learning Education
• Linear Algebra for Computer Vision, Robotics, and Machine Learning
• Mathematical Analysis of Machine Learning Algorithms
• Mathematical Foundations of Machine Learning
• Mathematics for Machine Learning
• Mathematics for Inference and Machine Learning
• Mathematics of Machine Learning
• Mathematics of Machine Learning
• Mathematics of Neural Networks
• Matrix Calculus (for Machine Learning and Beyond)
• MIT course
• GitHub repository
• Optimization for Data Science
• Pen and Paper Exercises in Machine Learning
• The Matrix Calculus You Need For Deep Learning
• Deep Reinforcement Learning
• Mathematical Foundations of Reinforcement Learning
• Reinforcement Learning: An Introduction, Second Edition
• Reinforcement Learning: An Overview
• GNN From Scratch
• Understanding Machine Learning: From Theory to Algorithms - Shwartz* and *Shai Ben-David*
• Data Science and Machine Learning: Mathematical and Statistical Methods
• Machine Learning Systems
• Algorithms for Artificial Intelligence
• LLM Inference Handbook
• Quantization from the ground up

Vibe Coding and Spec-Driven Development

• Basic Claude Code
• Disciplined AI Software Development
• Diving Into Spec-Driven Development With GitHub Spec Kit
• How I program with Agents
• How I program with LLMs
• How I Use Every Claude Code Feature
• My LLM codegen workflow atm
• Spec-driven development with AI: Get started with a new open source toolkit
• Vibe Coding Terminal Editor
• AI-Assisted Coding: A Practical Guide for Software Engineers

• Paradigms of Artificial Intelligence Programming: Case Studies in Common Lisp
• Agentic Design Patterns

Bloom Filters

• Bloom Filters
• Let's implement a Bloom Filter

Computer Games AI

• Foundations of Data Science
• Algorithms
• Algorithms and Data Structures
• Algorithms for Optimization
• The Arcane Algorithm Archive
• Competitive Programming Algorithms
• Competitive Programmer's Handbook
• Exact String Matching Algorithms
• How does B-tree make your queries fast?
• Introduction to Algorithms: A Creative Approach
• Planning Algorithms
• Principles of Algorithmic Problem Solving
• Purely Functional Data Structures
• Sequential and Parallel Data Structures and Algorithms: The Basic Toolbox
• Collision Detection
• Data Structures for Data-Intensive Applications: Tradeoffs and Design Guidelines
• Monte-Carlo Graph Search from First Principles

Date-time

• A Very Fast 64–Bit Date Algorithm

Diff Algorithms

• Part 1
• Part 2
• Part 3
• Part 1: Theory
• Part 2: Implementation
• Merging with diff3
• Why merges fail and what can be done about it
• The patience diff algorithm
• Implementing patience diff
• Diff Algorithms
• Myers Diff Algorithm - Code & Interactive Visualization

Vibe Coding and Spec-Driven Development

• A First Course on Data Structures in Python
• Advanced Algorithms
• Advanced Algorithms
• Advanced Algorithms
• Advanced Algorithm Design
• Advanced Data Structures
• Algorithms - Peled* **[pdf]**
• Algorithms, 4th Edition
• Algorithms for Decision Making
• Algorithms for Validation
• Algorithms Design (in C)
• Algorithms for Inference
• Algorithms for Massive Data
• Algorithms in C
• An Open Guide to Data Structures and Algorithms
• Approximation Algorithms
• Book of All-pairs Shortest Paths
• Clever Algorithms: Nature-Inspired Programming Recipes
• Data Structure Visualizations
• Data Structures & Algorithm Analysis
• Data Structures & Algorithms in C++, Second Edition
• Design and Analysis of Algorithms
• Exact String Matching Algorithms
• Introduction to Multi-Armed Bandits
• Kalman Filter from the Ground Up
• Lecture Notes on Quantum Algorithms
• Let's build a Full-Text Search engine
• Matters Computational: Ideas, Algorithms, Source Code
• Notes on Data Structures and Programming Techniques
• Notes on Randomized Algorithms
• The Skyline algorithm for packing 2D rectangles
• Think Data Structures
• Tim Roughgarden's Courses and Lecture Notes
• Algorithmic Game Theory
• Functional Data Structures and Algorithms: A Proof Assistant Approach - Londoño*, *Peter Lammich*, *Christian Sternagel*, *Simon Wimmer*, *Bohua Zhan*
• Data Structure Visualizations
• Hello Algo
• The Little Book of algorithms - Tam Nguyen*

Computer Games AI

• Pixel art articles and tutorials

Computer Games AI

• Introduction to Genomics for Engineers
• The Algorithmic Beauty of Plants

Computer Games AI

• Driving Compilers
• Getting started with tmux
• NixOS & Flakes Book - An unofficial book for beginners by *Ryan Yin*

Curl

• Curl Exercises
• Mastering curl: interactive text guide

Computer Games AI

• How I'm still not using GUIs: A guide to the terminal
• The Definitive Guide To Docker
• Use Midnight Commander like a pro
• How is a binary executable organized? Let's explore it!

Curl

• Curl Cookbook

Diff Algorithms

• Command Line Handbook
• rsync: Series
• Terminal colours are tricky
• Writing Programs with NCURSES - Halim*
• Writing Your Own Simple Tab-Completions for Bash and Zsh

Linux command line

• Effective Shell
• Linux command line for you and me
• The Linux Command Handbook
• The Linux Command Line
• Linux Commands Cheat Sheet
• GameShell: a "game" to teach the Unix shell

Math <span id="math-competitions">

• Erdős
• Mathematical Problem Solving
• Easy Putnam Problems
• My Putnam Problems
• Putnam Training Problems
• Virginia Tech Regional Mathematics Contest Problems
• Virginia Tech Regional Mathematics Contest Problems Solutions

Physics <span id="physics-competitions">

• International Physics Olympiad

Programming <span id="programming-competitions">

• Code Golf - A site for recreational programming competitions.
• CodeChef
• CodeForces
• Daily Programmer