A First Course in Probability, Seventh Edition: Sheldon M. Ross
Arguably the most important chapter in the book. Ross introduces Bayes’ Theorem with crystal-clear examples (medical testing, lie detectors, and the classic "three prisoners problem"). He emphasizes how conditional probability updates our beliefs in light of new evidence—a concept central to modern machine learning. A First Course in Probability, Seventh Edition: Sheldon M