​📌 Master List of Deep RL Resources

​📖 Books

• Graesser and Keng, Foundations of Deep Reinforcement Learning​

• Sutton and Barto, Reinforcement Learning: An Introduction​

• Francois-Lavet et. al., An Introduction to Deep Reinforcement Learning​

​🏛 Introductory Tutorials / Courses

• ​Andrew Karpathy Deep Reinforcement Learning: Pong from Pixels​

• ​Arthur Juliani Simple Reinforcement Learning in Tensorflow Series​

• ​David Silver UCL Course on RL 2015​

• ​Deep RL Bootcamp 2017​

• ​DeepMind UCL Deep RL Course 2018​

• ​dennybritz/reinforcement-learning​

• ​higgsfield/RL-Adventure-2​

• ​higgsfield/RL-Adventure​

• ​MorvanZhou/Reinforcement Learning Methods and Tutorials​

• ​OpenAI Spinning Up​

• ​Sergey Levine CS294 Deep Reinforcement Learning Fall 2017​

​🔬 Papers

• ​DQN​

• ​Double DQN (DDQN)

• ​Dueling DQN​

• ​Prioritized Experience Replay (PER)

• ​Combined Experience Replay (CER)

• ​Hindsight Experience Replay (HER)

• ​QT-Opt​

• ​Asynchronous Advantage Actor Critic (A3C)

• ​Generalized Advantage Estimation (GAE)

• ​Proximal Policy Optimization (PPO)

• ​Self Imitation Learning (SIL)

• ​Soft Actor-Critic (SAC)