Portfolio ↗

RL Foundations

MDPs, value functions, TD learning, policy gradients, actor-critic, TRPO and PPO.

20concepts
140flashcards
146minutes of reading
Start with Returns, Discounting, and Episodes Drill the deck
All levels beginner intermediate advanced
  1. 01 Returns, Discounting, and Episodes The return is the quantity a reinforcement learning agent actually optimises; discounting controls how far into the future it looks, and whether interactions are episodic or continuing shapes which formulation applies. beginner 7m 7 cards