The fact you put Bayes rule on your page excites me. I am taking a graduate course in Bayesian machine learning, so Bayes is all around me lol. Any use of Gaussian processes or probabilistic graph models? Would love to hear also if you use Bayesian treatment for automatic model selection. It sounds ideal in lecture, but I am interested to see how it is applied in real world settings.