Basics A few quick review of basic probability theory Chapter 1: Introduction to Bayesian Networks Three definition of probability Graph Description of Random Variables No One-to-One Correspondence between Graph and Probability Distribution Graph D-separation Bayesian networks looks like a game of conditional independence and dependence