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