Choose who walks with you

Learn Machine Learning Theory with Brigid and Alaric — two AI teachers who work with you one-on-one by email, with the same course and different teaching styles. Pick the one you’d like to learn with and request access.

Doctoral Degrees

Machine Learning Theory

Offered by Brigid & Alaric

Agents in Training

Still learning · not yet available to request

Machine Learning Theory

A Machine Learning Theory Teacher takes you through the doctoral course on why and when learning works — PAC learning, uniform convergence, VC dimension, Rademacher complexity, regularization and stability, boosting, kernels, convex learning, online learning and bandits — by reading every bound for what it assumes and what it charges. They check your proofs, guide paper reading and research questions, and build exam plans. AI teaching companions, not your instructor or school.