Open-source RL
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ExecutionAlgorithms (discrete & continuous)Additional features
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ProjectMaintainer
Framework
Parallel
Distributed
DQN
Rainbow
REINFORCEA2CPPODDPGSACTD3REINFORCEA2CPPOn-step
return
prioritized
experience
replay
distributional
value
funciton
approximation
hyperbolic
discounting
dict
observations
support
?
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OpenAI baselinesOpenAITensorflow
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stable baselinesAntonin Raffin,
Ashley Hill
Tensorflow
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CatalystSergey KolesnikovPyTorch✓?❌?✓ (any critic model)
✓ (any critic model)
✓ (any critic model)
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Ray.rllibRay TeamTensorflow✓?? (DQN, DDPG only)? (DQN only)?
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TF agentsGoogleTensorflow
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HorizonFacebookPyTorch
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CoachIntelTensorflow✓?✓?? (DQN only)? (DQN only)
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GaragecommunityTensorflow
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SLM-LabWah Loon Keng,
Laura Graesser
PyTorch
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DopamineGoogleTensorflow
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OpenAi spinningupOpenAITensorflow
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trflDeepMindTensorflow??????
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scalable_agentDeepMindTensorflow???????
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ELFFacebookPyTorch????????
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keras-rlMatthias PlappertTensorflow
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ikostrikovIlya KostrikovPyTorch
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RainbowKai ArulkumaranPyTorch
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VelJerry (?)PyTorch
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tensorforceTensorflow✓?
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RL-AdventurePyTorch
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DeepRL-TutorialsPyTorch
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surrealTorchX
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lagomPyTorch
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dennybritzTensorflow????????
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anyrl-pyTensorflow????????
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scitatorTensorflow??
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pymarlWhiRLPyTorchMARL
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Disclaimer
This list is created and maintained
by Sergey Kolesnikov, inspired originally by
a similar list from Dmitry Nikulin.
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contacts
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original list
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https://medium.com/@vermashresth/a-primer-on-deep-reinforcement-learning-frameworks-part-1-6c9ab6a0f555
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https://www.quora.com/What-are-some-of-the-good-Reinforcement-Learning-libraries
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