wassname/DeepRL

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Shangtong Zhang 774768640d Update async agents

2017-05-30 23:39:26 -06:00

.gitignore

Optimize replay buffer

2017-05-24 19:45:42 -06:00

async_agent.py

Update async agents

2017-05-30 23:39:26 -06:00

atari_wrapper.py

Atari wrapper

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bootstrap.py

Update async agents

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dqn_agent.py

Optimize DQN

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LICENSE

Initial commit

2017-04-20 13:59:53 -06:00

main.py

Update async agents

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network.py

Update async agents

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policy.py

Pixel atari games with DQN

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README.md

Pixel atari games with DQN

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replay.py

Fix a bug of replay

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task.py

Optimize DQN

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README.md

DeepRL

Highly modularized implementation of popular deep RL algorithms powered by PyTorch

Deep Q-Learning
Asynchronous One-Step Q-Learning
Asynchronous One-Step Sarsa
Asynchronous N-Step Q-Learning
Asynchronous Advantage Actor Critic (A3C)

Tested with both classical control tasks (CartPole, LunarLander) and Atari games.

Try it out from main.py!