At a glance
Lessons40
Estimated time30 hours
Levelintermediate
Domainml fundamentals
The libraryml fundamentals · intermediate
Ground Truth: AI from First Principles
Every fundamental of machine learning and AI, built up from first principles: linear models through neural networks, transformers, generative models, and agents — with 183 live figures you operate yourself. The university textbook, in English.
30 hours · 40 lessons
01What you'll build · week by week
40 lessons total