https://github.com/takuseno/unreal

UNREAL implementation with TensorFlow
https://github.com/takuseno/unreal

deep-reinforcement-learning tensorflow

Last synced: about 2 months ago
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UNREAL implementation with TensorFlow

• Host: GitHub
• URL: https://github.com/takuseno/unreal
• Owner: takuseno
• Created: 2018-07-11T10:36:42.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2018-08-07T10:38:41.000Z (over 6 years ago)
• Last Synced: 2024-10-23T04:06:47.607Z (3 months ago)
• Topics: deep-reinforcement-learning, tensorflow
• Language: Python
• Size: 64.5 KB
• Stars: 1
• Watchers: 3
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# unreal

UNREAL implementation with TensorFlow

https://arxiv.org/abs/1611.05397

## dependencies

- Python3

- tensorflow

- opencv-python

- git+https://github.com/imai-laboratory/rlsaber

## train

```sh

$ python train.py [--env environment_id] [--render]

```

## ToDo

- [x] Add last actions and immediate rewards to input

- [x] Implement reward prediction

- [x] Implement value function replay

- [ ] Implement pixel control

- [ ] Implement input change prediction

## implementations

Base A3C implementation is based on https://github.com/takuseno/a3c .