Probability Theory# Probability theory provides powerful tools for modeling and dealing with uncertainty. Probability Basics Random variables Functions of Random Variables Expected Value Variance Covariance Random vectors Functions of Random Vectors Joint distributions The Gaussian distribution Estimation of Parameters The Exponential Family and Conjugate Priors Bayesian Inference for the Gaussian