Uncertainty & Probability, Baye's rule, Choosing Hypotheses- Maximum a posteriori , Maximum Likelihood - Baye's concept learning, Maximum Likelihood of real valued function, Bayes optimal Classifier, Joint distributions, Naive Bayes Classifier, Bayesian networks, Conditional Independence, Inference in Bayesian Networks, Irrelevant variables, Constructing Bayesian Networks, Aprendizagem Redes Bayesianas