Statistical Learning Theory

For syllabus-type material, see the course website.

This file contains all the notes for the course; future sections will be updated frequently as we go. Each section is also available as its own standalone file from the course website; these will generally only be updated after class to correct mistakes (and I’ll tell you either in class or on Piazza if any of these are important).

These notes are heavily indebted to a variety of sources, including [SB14, MRT18, BAC25, WAI19, TEL21, MA22] as well as papers cited throughout.