Difference between revisions of "Distributed Deep Reinforcement Learning (DDRL)"

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** [[Actor Critic]]
 
** [[Actor Critic]]
 
** [[Hierarchical Reinforcement Learning (HRL)]]
 
** [[Hierarchical Reinforcement Learning (HRL)]]
** [[MERLIN]]
 
 
  
 
a new, highly scalable agent architecture for distributed training called Importance Weighted Actor-Learner Architecture that uses a new off-policy correction algorithm called V-trace.
 
a new, highly scalable agent architecture for distributed training called Importance Weighted Actor-Learner Architecture that uses a new off-policy correction algorithm called V-trace.
  
 
<youtube>-YMfJLFynmA</youtube>
 
<youtube>-YMfJLFynmA</youtube>
 
== DMLab-30 ==
 
 
[http://www.youtube.com/results?search_query=DMLab-30+Distributed+Deep+Reinforcement+Learning+DeepRL Youtube search...]
 
[http://www.google.com/search?q=Distributed+DMLab-30+Deep+Reinforcement+Learning+DeepRL+machine+learning+ML+artificial+intelligence ...Google search]
 
 
DMLab-30 is a collection of new levels designed using our open source RL environment DeepMind Lab. These environments enable any DeepRL researcher to test systems on a large spectrum of interesting tasks either individually or in a multi-task setting.
 
 
* [http://github.com/deepmind/lab/tree/master/game_scripts/levels/contributed/dmlab30 DMLab-30 | GitHub]
 
* [http://www.techleer.com/articles/488-impala-distributed-agent-in-dmlab-30/ IMPALA distributed agent in DMLab-30]
 
* [http://www.semanticscholar.org/paper/IMPALA%3A-Scalable-Distributed-Deep-RL-with-Weighted-Espeholt-Soyer/cbddc41e5b07ad8e3f7982e232bafba84c8419cc IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures]
 
 
http://s3.ap-south-1.amazonaws.com/techleerimages/4d62b60c-4dcd-4774-9c75-417eba1cbbc1.png
 

Revision as of 20:00, 1 September 2019

Youtube search... ...Google search

a new, highly scalable agent architecture for distributed training called Importance Weighted Actor-Learner Architecture that uses a new off-policy correction algorithm called V-trace.