Probabilistic Models

Machine Learning Mathematical Derivations (9): Naive Bayes

Rigorous derivation of Naive Bayes from Bayes theorem through conditional independence, parameter estimation, Laplace smoothing, three model variants, and why it works despite violated assumptions.