The Intuitive Policy Gradient

This post talks about the policy gradient theorem, which summarizes my attempt to derive it in an intuive approach. This is based on the derivation from Richard Sutton&#x27;s RL book, with a focus on its application in deep reinforcement learning. This assumes basic knowledge about Markov decision process (MDP), reinforcement learning (RL) and neural networks. You should be familar with the…