The goal of this class is to equip the graduate (Ph.D. and possibly the M.S. ) students with the basic principles of reinforcement learning (RL). RL is inspired from the way humans and other mammals use to develop strategies/solutions to fulfill their daily tasks. RL is a learning technique that the learner extracts from its experience by interacting with its environment. The following outline will be followed throughout the class: