So welcome back, and what I want to do today is continue our discussions of the EM Algorithm, and in particular, I want to talk about the EM formulation that we derived in the previous lecture and apply it to the mixture of Gaussians model, apply it to a different model and a mixture of naive Bayes model, and then the launch part of today's lecture will be on the factor analysis algorithm, which will also use the EM. 