Resources for Reinforcement Learning
- Introduction to Reinforcement Learning, David Silver(Deepmind) [Youtube Link] [Lecture Notes]
- Introduction to Reinforcement Learning, SNU CML [Youtube Link]
- CS285 Deep Reinforcement Learning, UC Berkeley [Link]
- Deep Q-learning Network (DQN) [Paper][PyTorch Code][TF2 Code]
- Policy Gradient (PG) [Paper][TF2 Code]
- Deterministic Policy Gradient (DPG) [Paper]
- Deep Deterministic Policy Gradient (DDPG) [Paper][PyTorch Code]
- Asynchronous Methods for Deep Reinforcement Learning (A2C) [Paper][TF2 Code]
- Proximal Policy Optimization (PPO) [Paper][TF2 Code]
- Phasic Policy Gradient (PPG) [Paper]
- Twin Delayed DDPG (TD3) [Paper] [TF2 Code][PyTorch Code]
- Stein Variational Policy Gradient (SVPG) [Paper]
- Soft Actor Critic (SAC) [Paper][TF2 Code]