Reinforcement learning tutorial

I am now studying reinforcement learning which is a promising class of algorithms best suited for learning in an unknown environment and absence of a supervisor. I found these links quick helpful.

5 video lectures by Professor Andrew Ng for Machine Learning (CS 229) in the Stanford give a basic and clear understanding of Reinforcement Learning

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