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In the context of AI and gaming, I definitely recommend this series of three youtube videos:

Some games are played better than human would.

These videos by Tom7 are indeed great. They don't display the use of deep learning though; the method is something quite different [1].

Maybe you could use the objective functions of Tom7 to determine which moves are good or bad in order to train a policy network?