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muupan
213 Stars 119 Forks MIT License 4 Commits 14 Opened issues

Description

An implementation of Deep Q-Network using Caffe

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DQN-in-the-Caffe

DQN-in-the-Caffe is an implementation of Deep Q-Network using Caffe.

Requirements

  • Caffe (with two pull requests and minor fixes on them)
    • https://github.com/BVLC/caffe/pull/1228 for step execution of solving
    • https://github.com/BVLC/caffe/pull/1122 for AdaDelta solver
    • At the moment my forked repository's dqn branch https://github.com/muupan/caffe/tree/dqn can be used with DQN-in-the-Caffe
  • Arcade Learning Environment
  • etc.

Algorithm Details

See http://www.cs.toronto.edu/~vmnih/docs/dqn.pdf for the details of DQN.

Demo

https://www.youtube.com/watch?v=p88R2_3yWPA

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