Pattern Recognition and Machine Learning

Christopher M. Bishop · 2006 · Link

Cover: Pattern Recognition and Machine Learning


Why it matters

A clean Bayesian-throughline for “classical” ML: exponential families, latent variable models, approximate inference, and the core toolkit that shows up everywhere.