https://github.com/cyoon1729/deep-Q-networks

Implementations of algorithms from the Q-learning family. Implementations inlcude: DQN, DDQN, Dueling DQN, PER+DQN, Noisy DQN, C51
https://github.com/cyoon1729/deep-Q-networks

deep-q-network pytorch q-learning reinforcement-learning

Last synced: about 2 months ago
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Implementations of algorithms from the Q-learning family. Implementations inlcude: DQN, DDQN, Dueling DQN, PER+DQN, Noisy DQN, C51

• Host: GitHub
• URL: https://github.com/cyoon1729/deep-Q-networks
• Owner: cyoon1729
• Archived: true
• Created: 2019-06-23T23:44:00.000Z (about 5 years ago)
• Default Branch: master
• Last Pushed: 2020-03-09T05:40:06.000Z (over 4 years ago)
• Last Synced: 2024-04-13T12:06:03.375Z (5 months ago)
• Topics: deep-q-network, pytorch, q-learning, reinforcement-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 73.2 KB
• Stars: 246
• Watchers: 6
• Forks: 75
• Open Issues: 5
• Metadata Files:
  • Readme: README.md

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README

        
# deep-Q-networks

Implementation of algorithms from the Q-learning family

Check `/ipynb` for jupiter notebooks of implementations

## Implemented:

- Vanilla DQN

- Double DQN

- Dueling DQN

- Prioritized experience replay + DDQN

- Noisy DQN (in progress)

- C51 Categorical DQN (in progress)

- DRQN with Gated Recurrent Units (in progress)

## Dependencies:

- PyTorch = 0.4.1

- Python  = 3.6

- Gym     = 0.12.5

## Associated Papers:

To be added