Some time ago in June 2013 I gave a lab tutorial on Monte Carlo methods at Microsoft Research. These tutorials are seminar-talk length (45 minutes) but are supposed to be light, accessible to a general computer science audience, and fun. In this tutorial I explain and illustrate a number of Monte Carlo methods (rejection sampling, importance sampling, sequential Monte Carlo, Markov chain Monte Car