8 courses on this path

Artificial Intelligence

How machines perceive, decide, learn, and talk.

Start here

The intuition. No background needed.

Cutting through the hype: what today's AI actually is, what it can't do, and why it sometimes confidently makes things up.

Build the core

Get your hands on the real mechanism.

The map of all of AI, search, logic, learning, and uncertainty, and how the pieces fit.

How to choose well when you can't see the future: the math behind self-driving cars and aircraft collision avoidance.

How stacking simple math units into deep networks lets computers recognize faces, translate languages, and generate images.

How a computer turns a grid of brightness numbers into 'that's a face,' and why a camera is not an eye.

How computers handle human language: search, spam filters, sentiment, and the roots of chatbots.

Reach the summit

The graduate-level frontier.

How an agent learns to act well purely from reward: the technique behind game-mastering AIs and robot control.

Build a working language model end to end (tokenizer, transformer, training loop, the whole thing) with no libraries hiding the magic.