- Learn basic sampling method Understand the concep of Markov chain Monte Carlo Able to apply MCMC to the parameter inference of Bayesian networks Know the mechanism of rejection sampling Know the mechanism of importance sampling - Learn sampling based inference Understand the concept of Metropolis-Hastings algorithm Know the mechanism of Gibbs sampling Forward Sampling in GMM - Sample $z$ from ..