Policy-Based Reinforcement Learning Approaches

Abstract

In this chapter, we will cover the basics of the policy-based approaches especially the policy gradient-based approaches. We will understand why policy-based approaches are superior to that of value-based approaches under some circumstances and why they are also tough to implement. We will subsequently cover some simplifications that will help make policy-based approaches practical to implement and also cover the REINFORCE algorithm.