CS Learning Resources

Coding Practice

• Advent of Code
• CodeStepByStep
• CodingBat
• Edabit
• Exercism
• HackerRank
• Practice-It!
• Techie Delight

Free Online Textbooks

Other Similar Lists

• by Colin S. Gordon

Intro CS

• Think Python, by Allen Downey
• Java for Python Programmers
• Introduction to Programming Using Java, by David Eck
• Think Java: How to Think Like a Computer Scientist, by Allen Downey
• Python Tutor
• Practical Python, by David Beazley

Data Structures

• Problem Solving with Algorithms and Data Structures using Python, by Brad Miller and David Ranum
• Data Structures 1, by the OpenDSA Project
• Data Structures 2, by the OpenDSA Project
• Java Structures, by Duane Bailey
• Open Data Structures, by Pat Morin
• Data Structures and Algorithms with Object-Oriented Design Patterns in Java, by Bruno Preiss
• Data Structure Visualizations

Computer Organization

• Dive into Systems, by Suzanne J. Matthews, Tia Newhall, and Kevin C. Webb

"Missing Semester" - command line, git, etc.

• MIT's Missing Semester
• NC State's Intro to Computing Environments

Discrete Maths

• An Active Introduction to Discrete Mathematics and Algorithms, by Chuck Cusack
• Connecting Discrete Mathematics and Computer Science, by David Liben-Nowell
• Foundations of Computer Science, by Al Aho and Jeff Ullman

Linear Algebra

• Linear Algebra Done Right, by Sheldon Axler

Algorithms

• Algorithms, by Jeff Erickson

Specific Topics

C++

• Thinking in C++, by Bruce Eckel

Machine Learning

• Interpretable Machine Learning, by Christoph Molnar

Deep Learniing

• Deep Learning, by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
• Dive into Deep Learning, Aston Zhang and Zack C. Lipton and Mu Li and Alex J. Smola

Knowledge Representation

• Representations of Commonsense Knowledge, by Ernest Davis

Operating Systems

• Operating Systems: Three Easy Pieces, by Remzi H. Arpaci-Dusseau and Andrea C. Arpaci-Dusseau
• Computer Systems Fundamentals, by Michael S. Kirkpatrick
• The 539kernel Book, by Mohammed Q. Hussain

Quantum Computing

• Introduction to Classical and Quantum Computing, by Thomas Wong

Programming Languages/Compilers

• Programming Languages, by Scott F. Smith
• Crafting Interpreters, by Bob Nystrom
• Programming Languages: Application and Interpretation, by Shriram Krishnamurthi
• Advance Compilers

Databases

• Build Your Own Database From Scratch, by James Smith

SQL

• SQL Murder Mystery

Human-Computer Interaction

• A Beginner's Guide to Finding User Need, by Jan Dittrich

Data Science

• Computer Age Statistical Inference, by Bradley Efron and Trevor Hastie
• Python Data Science Handbook, by Jake VanderPlas

Software Engineering

• The Fuzzing Book, by Andreas Zeller, Rahul Gopinath, Marcel Böhme, Gordon Fraser, and Christian Holler

Graphics

• Introduction to Computer Graphics, by David J. Eck
• Computer Graphics from Scratch, by Gabriel Gambetta
• Physically Based Rendering: From Theory To Implementation, by Matt Pharr, Wenzel Jakob, and Greg Humphreys
• Scratchapixel

Command Line

• Really Friendly Command Line Intro