Explore the knowledge map

> 01 · the universe

One galaxy live.Five on the map.

Start with Intelligence: machine learning and the maths it needs. The other four galaxies are mapped but not built yet.not built yet.

Each galaxy is a field of knowledge. The connections show ideas they share, with mathematics running through all five. Drag to rotate the map. Scroll to take a closer look.

> 02 · zoom in

You came for neural networks.

We should probably talk about vectors.vectors.

Linear algebra and probability help explain how a model works. The route includes those foundations, then keeps using them as you reach neural networks and attention. The rectangles full of numbers were going somewhere after all.

> 03 · enter the galaxy

One path live.The route to language models.

The map charts 2,143 planets, each an idea with prerequisites. 290 form the required route to language models; the rest is optional territory. Lessons open as they pass review. Generative media and world models are charted in the wider graph, outside this route.

> 04 · find your place

A large map.A place to begin.

Meet your companion and explore the atlas, then take the diagnostic. It adapts as you answer, up to 60 questions, to estimate where to begin. What you demonstrate stays separate from what the map can only infer. Later practice can revise your route.

You do not need to know everythingeverything before you arrive.