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.