Unapologetically diving into the mathematics of reinforcement learning. We explore the policy gradient theorem and policy gradient methods.

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0:00 The Simple Example
3:14 Causal Dependency Graph
7:42 What is a Policy?
10:32 Motivation of Policy Gradient Methods
15:58 The Full Math
28:04 Summary