Stanford’s AI curriculum available for free on YouTube. The same curriculum that built Silicon Valley engineers is now public.
Core Foundations
CS221 – Artificial Intelligence
Search, reasoning, planning, decision-making
CS229 – Machine Learning (Andrew Ng)
Supervised & unsupervised learning, algorithms that actually matter
CS230 – Deep Learning
Neural networks, CNNs, RNNs + best practices
Vision, Language & Intelligence
CS231n – Deep Learning for Computer Vision
CNNs, generative models, vision-language systems
CS224U – Natural Language Understanding
Meaning, dialogue systems, semantics
CS224N – NLP with Deep Learning
Transformers, embeddings, modern NLP
Advanced Topics
CS229M – Machine Learning Theory
Math, proofs, and why models work
CS234 – Reinforcement Learning
MDPs, Q-learning, policy gradients, agents that learn by doing
- Course page or playlist to be added