Video course
StanfordIntroductoryProgramming Methodology
The most beloved intro CS course ever recorded.
25h28 lec
Back to Atlas — all universities
Stanford
Stanford University · official site
The home of CS106A and the birthplace of modern machine learning teaching. Stanford publishes its most famous engineering courses on the open web.
20 courses here552 hours of teaching470 lectures & chapters100+ in their full catalog
Every Stanford course
Free, complete, and yours to keep — stream every lecture in our player or download the whole course.
StanfordIntroductoryVideo course
StanfordAdvancedNatural Language Processing with Deep Learning
Word vectors to transformers — the definitive NLP course.
25h19 lec
Video course
StanfordAdvancedMachine Learning
The course that launched a thousand careers — taught by Andrew Ng himself.
18h20 lec
Video course
StanfordAdvancedTransformers United
A seminar where the people who built transformers explain them.
15h20 lec
Book · PDF & web
StanfordAdvancedConvex Optimization
The canonical graduate text on convex optimization — from Stanford's Boyd & Vandenberghe, free to download.
70h read22 ch
Book · PDF & web
StanfordAdvancedSpeech and Language Processing
Jurafsky & Martin's definitive NLP textbook, rewritten for the era of large language models — free in draft from Stanford.
60h read28 ch
Video course
StanfordAdvancedConvex Optimization I & II
The optimization course that industry keeps quietly stealing.
46h37 lec
Video course
StanfordIntroductoryArtificial Intelligence: Principles and Techniques
Stanford's survey of AI — search, games, MDPs, and machine learning under one roof.
31h60 lec
Video course
StanfordIntermediateMachine Learning with Graphs
The science of networks — from PageRank to graph neural networks.
28h19 lec
Video course
StanfordIntermediateThe Fourier Transform and Its Applications
The mathematics of signal and image — a Stanford classic.
26h30 lec
Video course
StanfordIntermediateProgramming Abstractions
C++, recursion, and data structures — the classic follow-up to CS106A.
25h27 lec
Video course
StanfordIntermediateIntroduction to Linear Dynamical Systems
Stephen Boyd's own course — state-space systems, reachability, and least squares at work.
24h20 lec
Video course
StanfordAdvancedLanguage Modeling from Scratch
Build a large language model end to end — Stanford's course on how the machine is actually made.
24h18 lec
Video course
StanfordIntermediateParallel Computing
Why is my program not faster? — the parallel computing course for the many-core era.
24h19 lec
Video course
StanfordAdvancedProgramming Paradigms
C, assembly, and the machine beneath your language.
23h25 lec
Video course
StanfordAdvancedDeep Multi-Task and Meta Learning
How machines learn to learn — Chelsea Finn's graduate course on meta-learning.
22h17 lec
Video course
StanfordAdvancedReinforcement Learning
Agents that learn from consequences — taught with unusual rigor.
20h16 lec
Video course
StanfordAdvancedAlgorithmic Game Theory
When algorithms meet strategic humans — auctions, pricing, and the internet.
18h20 lec
Video course
StanfordIntermediateDeep Learning for Computer Vision
The course that taught the world to teach machines to see.
18h15 lec
Video course
StanfordAdvancedDeep Learning
Andrew Ng's applied deep learning course, freshly updated.
10h10 lec