Deriving Policy Gradients and Implementing REINFORCEPolicy gradient methods are ubiquitous in model free reinforcement learning algorithms — they appear frequently in reinforcement learning algorithms, especially so in recent publications. The policy gradient method is also the “actor” part of Actor-Critic methods (check out my post on Actor Critic Methods), so understanding it is foundational to studying reinforcement learning! Here, we are going
