What math courses should I revisit to prepare for a CS Ph.D. (Reinforcement learning and Game Theory)?
Know linear algebra well, say, at the level of Peter Lax' book (start with the first 9 chapters). Also, some basic real analysis and probability theory should be a good place to start.