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Naive Bayes

Jan 28, 2026 ML Math Derivations 34 min read

ML Math 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.