You ship code. You have never trained a model. Start here.

A sequenced, lifetime library of the best AI videos on earth - 3Blue1Brown, Karpathy, Stanford - for engineers who want L7. One payment. Permanent access. New modules added. Keeps getting better.

See the full curriculum - 12 modules, 67 lessons, 64 live today.

1. Start here: what you can skip Get set up, and get honest about which of the next three modules you can skip.
2. What AI actually is Kill the vocabulary anxiety. No maths in this module.
3. Python for AI, fast Skip this if you already write Python. Do not, if you have shipped Java or Go for a decade.
4. The maths you actually need, and what you can skip Enough intuition to read ML material. Explicitly not a maths degree.
5. How a machine actually learns From data to a trained model you evaluated honestly.
6. Neural networks, honestly Understand the thing everything else is built on.
7. How LLMs work Open the box you have been using every day.
8. Using LLMs well Go from typing into a chat box to calling a model from code.
9. RAG: giving AI your own data Build the single most employable thing in this course.
10. Agents and tools Let a model do things, and know how that fails.
11. Ship it A URL someone else can open. This is the module that gives you something to point at.
12. Get ahead Convert what you built into leverage, where you already work or somewhere else.