4 courses on this path

The Math Underneath

The probability, calculus, and optimization that make learning possible.

Start here

The intuition. No background needed.

Vectors, matrices, and gradients: the language every machine-learning idea is secretly written in.

Build the core

Get your hands on the real mechanism.

The math of uncertainty: how to reason about randomness, which is what every AI system ultimately does.

Reach the summit

The graduate-level frontier.

The numerical math that makes learning actually compute: linear systems, derivatives, and the stability of it all.

Finding the best option among trillions: the engine that schedules airlines, prices markets, and trains models.