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yrlu / Reinforcement_learning

Licence: mit
Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.

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Implementations of Reinforcement Learning Algorithms in Python

Implementations of selected reinforcement learning algorithms with tensorflow.

Implemented Algorithms

(Click into the links for more details)

Advanced
Policy Gradient Methods
Temporal Difference Learning
Monte Carlo Methods
Dynamic Programming MDP Solver

Environments

  • envs/gridworld.py: minimium gridworld implementation for testings

Dependencies

  • Python 2.7
  • Numpy
  • Tensorflow 0.12.1
  • OpenAI Gym (with Atari) 0.8.0
  • matplotlib (optional)

Tests

  • Files: test_*.py
  • Run unit test for [class]:

python test_[class].py

MIT License

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