Statistical inference with Markov chain Monte Carlo

In this section, we will unleash Markov chain Monte Carlo on inference problems. The ability to sample out of an arbitrary distribution comes in very handy, since posterior distributions are arbitrary in the sense that they are what you, the modeler, decides they are!