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shangxing2015's Projects

async-rl icon async-rl

Tensorflow + Keras + OpenAI Gym implementation of 1-step Q Learning from "Asynchronous Methods for Deep Reinforcement Learning"

asynchronous-methods-for-deep-reinforcement-learning icon asynchronous-methods-for-deep-reinforcement-learning

Using a paper from Google DeepMind I've developed a new version of the DQN using threads exploration instead of memory replay as explain in here: http://arxiv.org/pdf/1602.01783v1.pdf I used the one-step-Q-learning pseudocode, and now we can train the Pong game in less than 20 hours and without any GPU or network distribution.

blog icon blog

for code created as part of http://studywolf.wordpress.com

deep-rl icon deep-rl

Collection of Deep Reinforcement Learning algorithms

dqn-atari icon dqn-atari

A TensorFlow based implementation of the DeepMind Atari playing "Deep Q Learning" Agent

reinforcejs icon reinforcejs

Reinforcement Learning Agents in Javascript (Dynamic Programming, Temporal Difference, Deep Q-Learning, Stochastic/Deterministic Policy Gradients)

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

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