Uncertainty & Probability, Baye's rule, Choosing Hypotheses- Maximum a posteriori , Maximum Likelihood - Joint distributions, Naive Bayes Classifier,Bayesian networks, Conditional Independence, Inference in Bayesian Networks, Irrelevant variables, Constructing Bayesian Networks