**In this post, we’ll talk about the REINFORCE policy gradient algorithm and the Advantage Actor Critic (A2C) algorithm. I’ll be assuming familiarity with at least the basics of RL. If you need a refresher, I have a blog post on this ****here. For an interactive version of this blog post, see this colab notebook.**