courses

CS Courses

A curated list of courses and resources on various topics in computer science and related fields.

Awesome Courses

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Courses / Algorithms
Algorithmic thinking 💰
Algorithms (2010) Taught by Manuel Blum who has a Turing Award due to his contributions to algorithms. 🆓
Algorithms specialization
Algorithms: Part 1 🆓
Algorithms: Part 2 🆓
Data structures (2016) 🆓
Data structures (2017) 🆓
Design and analysis of algorithms (2012) 🆓
Evolutionary computation (2014) 🆓
Introduction to programming contests (2012) 🆓
MIT advanced data structures (2014) 🆓
MIT introduction to algorithms 🆓

Courses / Artificial Intelligence
Berkeley intro to ai (2014) 🆓
MIT artificial intelligence (2010) 🆓
The society of mind (2011) 🆓

Courses / Business
Gamification 💰

Courses / Chemistry
Bioinformatics specialization 💰

Courses / Compilers
Principles of compiler design (2016) 🆓
Stanford compiler construction (2016) 🆓

Courses / Computer Science
Computational complexity (2008) 🆓
Computer science 101 🆓
Data structures 💰
Great ideas in computer architecture (2015) 🆓
Information retrieval (2013) 🆓
MIT great ideas in theoretical computer science 🆓
MIT Mathematics for Computer Science (2010) 🆓
MIT Structure and Interpretation of Programs (1986) 🆓
Quantum Information Science II: Efficient Quantum Computing - fault tolerance and complexity (2018) 🆓
Software foundations (2014) 🆓
The art of recursion (2012) 🆓

Courses / Computer vision
Computer vision 🆓
Introduction to computer vision (2015) 🆓
Programming computer vision with python (2012) 🆓

Courses / Cryptocurrency
Bitcoin and Cryptocurrency Technologies 🆓

Courses / Cryptography
Stanford cryptography I 💰
Stanford cryptography II (2017) 💰

Courses / CSS
CSS Grid by Wes Bos 2,092 over 1 year ago 🆓

Courses / Decentralized systems
MIT Decentralized Applications (2018) 🆓

Courses / Deep Learning
Advanced Deep Learning & Reinforcement Learning (2018) 🆓
Berkeley deep reinforcement learning (2017) 🆓
Deep learning (2017) 🆓
Stanford natural language processing with deep learning (2017) 🆓
Deep learning at Oxford (2015) 🆓
Lectures 🆓
Oxford CS Deep NLP (2017) 15,702 over 2 years ago 🆓
Ucl reinforcement learning (2015)
Stanford convolutional neural networks for visual recognition 🆓
Stanford deep learning for natural language processing 🆓

Courses / Discrete math
Discrete Mathematics and Probability Theory 🆓

Courses / Functional programming
Course in functional programming by KTH 79 over 1 year ago 🆓
Functional Programming Course 4,126 11 months ago 🆓
Programming paradigms (2018) 🆓
Functional Programming in OCaml (2019)

Courses / Game development
HTML5 game development 🆓

Courses / Haskell
Advanced Programming (2017) 🆓
Haskell ITMO (2017) 614 almost 4 years ago 🆓
Introduction to Haskell (2016) 🆓
Stanford functional systems in Haskell (2014) 🆓

Courses / Investing
Computational investing 💰

Courses / iOS
Developing iOS 10 apps with Swift (2017) 🆓

Courses / Machine learning
MIT Deep Learning (2019) 10,190 almost 2 years ago
Amazon’s Machine Learning University course (2018) 🆓
Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization Get hands-on experience optimizing, deploying, and scaling production ML models. 💰
Artificial intelligence for robotics 🆓
Coursera machine learning 💰
Introduction to Deep Learning (2018) Introductory course on deep learning algorithms and their applications. 🆓
Introduction to Machine Learning for Coders The course covers the most important practical foundations for modern machine learning. 🆓
Introduction to matrix methods (2015) 🆓
Learning from data (2012) 🆓
Machine Learning Crash Course (2018) Google's fast-paced, practical introduction to machine learning. 🆓
Machine learning for data science (2015) 🆓
Machine learning in Python with scikit-learn 3,680 over 1 year ago 🆓
Machine Learning with TensorFlow on Google Cloud Platform Specialization Learn ML with Google Cloud. Real-world experimentation with end-to-end ML. 💰
Mathematics of Deep Learning, NYU, Spring (2018) 🆓
mlcourse.ai Open Machine Learning course by OpenDataScience. 🆓
Neural networks for machine learning 💰
Notes 95 over 12 years ago 🆓
Practical Deep Learning For Coders (2018) Learn how to build state of the art models without needing graduate-level math. 🆓
Statistical learning (2015) 🆓
Tensorflow for deep learning research (2017) 🆓

Courses / Math
Abstract algebra (2019) 🆓
MIT linear algebra (2010) 🆓
MIT multivariable calculus (2007) 🆓
MIT multivariable calculus by Prof. Denis Auroux 🆓
MIT multivariable control systems (2004) 🆓
MIT singlevariable calculus (2006) 🆓
Nonlinear dynamics and chaos (2014) 🆓
Stanford mathematical foundations of computing (2016) 🆓
Types, Logic, and Verification (2013)

Courses / Networking
Introduction to computer networking 🆓
Introduction to EECS II: digital communication systems (2012) 🆓

Courses / Neuroscience
The Human Brain (2018) 🆓

Courses / Natural Language Processing
YSDA Natural Language Processing course (2018) 9,857 11 months ago 🆓

Courses / Operating systems
Computer Science 162 🆓
Computer science from the bottom up 🆓
How to make a computer operating system (2015) 21,539 almost 4 years ago 🆓
Operating system engineering 🆓

Courses / Programming
Build a modern computer from first principles: from nand to tetris 💰
Introduction to programming with matlab 💰
MIT software construction (2016) 🆓
MIT structure and interpretation of computer programs (2005) 🆓
Stanford C Programming 🆓
Structure and interpretation of computer programs (in Python) (2017) 🆓
Unix tools and scripting (2014) 🆓
Composing Programs Free online introduction to programming and computer science

Courses / React
Advanced React Patterns (2017) 235 about 1 year ago 🆓
Beginner's guide to React (2017) 🆓
Survive JS: React, From apprentice to master 🆓
Building React Applications with Idiomatic Redux 🆓
Building React Applications with Redux 🆓
Complete intro to React v4 (2018) 🆓
Leverage New Features of React 16 (2018) 🆓
React Holiday (2017) React through examples. 🆓

Courses / ReasonML
Get Started with Reason (2018) 🆓

Courses / Rust
Rust programming (2016) 🆓

Courses / Scala
Functional programming principles in scala 💰

Courses / Security
Computer and network security (2013) 🆓
Hacker101 (2018) 13,865 11 months ago Free class for web security. 🆓

Courses / Statistics
Introduction to probability - the science of uncertainty 🆓
MIT probabilistic systems analysis and applied probability (2010) 🆓
Statistical Learning (2016) 🆓
Statistics 110 🆓

Courses / Swift
Hacking with Swift (2018) 🆓

Courses / Type theory
Homotopy Type Theory (2014) 🆓

Courses / Vim
Vim valley 💰

Courses / Web Development
Cutting-edge web technologies (2015) 🆓
Interactive Flexbox course (2018) 🆓
Awesome artificial intelligence 11,066 about 1 year ago 🆓
Awesome courses 58,015 over 2 years ago 🆓
CS video courses 67,524 about 1 year ago 🆓
Data science courses 4,073 over 4 years ago 🆓
Dive into machine learning 11,287 over 3 years ago 🆓

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