Deep Learning Research Review: Reinforcement Learning

This is the 2nd installment of a new series called Deep Learning Research Review. Every couple weeks or so, I'll be summarizing and explaining research papers in specific subfields of deep learning. This week focuses on Reinforcement Learning. Before getting into the papers, let's first talk about what reinforcement learning is. The field of machine learning can be separated into 3 main categories.