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tetrisRL

Python Tensorflow Keras

demo video

Results

play on 7x14 board

Quick start

Installation

  1. Clone this repo
  $ git clone https://github.com/SayhoKim/tetrisRL.git
  1. Install Pygame, Keras and Tensorflow
  $ cd {Project path}
  $ pip3 install -r requirements.txt

Training

  $ python3 main.py

Demo

After editing configuration file (MODELPATH):

  $ python3 main.py --demo

Reference

  1. Playing Atari with Deep Reinforcement Learning[arxiv]
  2. Dueling Network Architectures for Deep Reinforcement Learning[arxiv]
  3. Deep Reinforcement Learning with Double Q-learning[arxiv]
  4. Prioritized Experience Replay[arxiv]

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