In Reinforcement Learning you need to define functions for rewards and state transitions. Big data is an good source of modeling external actors to a deep learning system. What is needed is a causality model for the data to be able to simulate the external world correctly.
This set of lectures are quick introduction to the field.
part 1
part 2
part 3
part 4
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