Learning Theory

Posts exploring the theoretical underpinnings of machine learning and statistical inference.

Online Learning and Statistical Physics Oct 21, 2025 exposition learning-theory optimization stat-physics
Asymptotic Theory and AIC Jan 23, 2025 exposition learning-theory
Understanding the fundamental integral in singular learning Dec 30, 2024 exposition learning-theory SLT
The generalization error computation for linear models Dec 21, 2024 exposition learning-theory
BTS III: Some loose ends Oct 22, 2024 exposition learning-theory
BTS II: An introduction to learning theory Oct 5, 2024 exposition learning-theory
Behind the Scenes of SMO Q4, Part 1: the Proposal Backstory Sep 28, 2024 exposition learning-theory problem-proposal
Minimax duality from online learning Jan 24, 2024 exposition learning-theory optimization