Recommendation system are prediction models which are getting extremely popular with every passing day. These are the models which does recommendation of items based on past preferences of users based on his individual as well as preferences of "others". During the talk I will be talking about one such probabilistic model, which uses Bayesian paradigm for formulation of system, in the context of a movie recommendation system.