Courses

Pick something you want to learn and take the first step. Each course is one clear path through the best free material, from the basics to a project of your own.

AI from first principles
A self-paced path from Python basics to training your own models, through the best free material from Harvard, Stanford and practitioners like Andrej Karpathy. Every phase ends with something you build yourself, without a tutorial.
1. 1. Foundations
2. 2. Classic Machine Learning
3. 3. Deep Learning
4. 4. Modern AI Systems
5. 5. Specialize & Build in Public
Lessons
37
Level
Beginner to advanced
Pace
12–18 months at 10–15 hours a week

More courses are on the way, and new ones appear here first.

Courses

AI from first principles