Math & Optimization · beginner · concept 55 of 311 · Updated Nov 4, 2026

📐Probability & Bayes' Theorem

Machine learning is applied probability: models output distributions, training maximizes likelihood, and Bayes' theorem tells you how to update belief when evidence arrives. It is also the antidote to the classic diagnostic fallacy, a positive test for a rare disease usually still means you are fine.