A little bit about you Let’s assume you’re familiar with Bayesian statistics; you know what I mean when I say prior, likelihood and posterior. Recall that an MCMC scheme constructs a Markov chain as a method to sample from the posterior density. You may have used a probabilistic programming language (PPL) in the past, such as BUGS, to perform Bayesian inference. You’ve heard about Stan and want to learn a little more.