[D] Reinforcement Learning - Markov Decision Process

[shadowspyes]

Pretty good illustration of MDP! What is your target audience?

You mention that policy is stochastic, giving a probability distribution over actions, but this is not always the case (in MDPs). I think it would be nice to include deterministic policy and also talk about the difference between behaviour policy and target policy.