Key Sequence System Modeling Notation New Concepts model and model class joint probability distribution covariance matrix increasing expressiveness of your model class without inventing new distributions mixure model transforming distributions generative model model fitting MLE MLE for Conditional Gaussian MAP Important Results / Claims Procedure for Building Models key challenges of modeling transforming distributions independent joint probability MLE for Gaussian Questions Interesting Factoids