Random notes mostly on Machine Learning

Not every REINFORCE should be called Reinforcement Learning

Deep RL is hot these days. It’s one of the most popular topics in the submissions at NeurIPS / ICLR / ICML and other ML conferences. And while the definition of RL is pretty general, in this note I’d argue that the famous REINFORCE algorithm alone is not enough to label your method as a Reinforcement Learning one.