AI & Data Science

A rigorous introduction to the mathematical structures underlying statistical learning, prediction and modern machine-learning models.

A technical introduction to how large language models represent text, predict tokens and generate useful but imperfect outputs.

A mathematical introduction to learning from data, designed for learners who want to understand models rather than only use software.

An introduction to models that learn representations of environments, dynamics and consequences beyond next-token prediction.