Memos - stereoboy/Study GitHub Wiki

Deepmind implementation

• https://github.com/deepmind/trfl

VizDoom + DQN

• https://flyyufelix.github.io/2017/10/12/dqn-vs-pg.html
• Some stanford student's RL project report
  • http://cs229.stanford.edu/proj2017/final-reports/5238810.pdf
• https://medium.com/emergent-future/simple-reinforcement-learning-with-tensorflow-part-0-q-learning-with-tables-and-neural-networks-d195264329d0

RL Prioritized Replay Buffer

• https://medium.freecodecamp.org/improvements-in-deep-q-learning-dueling-double-dqn-prioritized-experience-replay-and-fixed-58b130cc5682
• https://gist.github.com/simoninithomas/d6adc6edb0a7f37d6323a5e3d2ab72ec#file-dueling-deep-q-learning-with-doom-double-dqns-and-prioritized-experience-replay-ipynb

Keras Multi GPU

• https://medium.com/tensorflow/multi-gpu-training-with-estimators-tf-keras-and-tf-data-ba584c3134db

RL Articles

• RL Korea
  • https://reinforcement-learning-kr.github.io/2018/06/29/0_pg-travel-guide/
• OpenAI spinningup
  • https://spinningup.openai.com/en/latest/algorithms/vpg.html#background