https://github.com/araffin/rlss23-dqn-tutorial
Deep Q-Network (DQN) and Fitted Q-Iteration (FQI) tutorial for RL Summer School 2023
Science Score: 26.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (5.4%) to scientific vocabulary
Repository
Deep Q-Network (DQN) and Fitted Q-Iteration (FQI) tutorial for RL Summer School 2023
Basic Info
- Host: GitHub
- Owner: araffin
- License: mit
- Language: Jupyter Notebook
- Default Branch: main
- Homepage: https://araffin.github.io/slides/dqn-tutorial/
- Size: 7.96 MB
Statistics
- Stars: 68
- Watchers: 2
- Forks: 10
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Reinforcement Learning Summer School 2023 - DQN Tutorial
From Tabular Q-Learning to DQN
Website: https://rlsummerschool.com/
Slides: https://araffin.github.io/slides/dqn-tutorial/
Stable-Baselines3 repo: https://github.com/DLR-RM/stable-baselines3
RL Virtual School 2021: https://github.com/araffin/rl-handson-rlvs21
Content
- Fitted Q-Iteration (FQI) Colab Notebook
- Deep Q-Network (DQN) Part I: DQN Components: Replay Buffer, Q-Network, ... Colab Notebook
- Deep Q-Network (DQN) Part II: DQN Update and Training Loop Colab Notebook
Solutions
Solutions can be found in the notebooks/solutions/ folder.
The code in dqn_tutorial package can also be used to bypass some exercises.
Owner
- Name: Antonin RAFFIN
- Login: araffin
- Kind: user
- Location: Munich
- Company: @DLR-RM
- Website: https://araffin.github.io/
- Twitter: araffin2
- Repositories: 21
- Profile: https://github.com/araffin
Research Engineer in Robotics and Machine Learning, with a focus on Reinforcement Learning.
GitHub Events
Total
- Watch event: 23
- Delete event: 1
- Push event: 4
- Pull request event: 1
- Fork event: 6
Last Year
- Watch event: 23
- Delete event: 1
- Push event: 4
- Pull request event: 1
- Fork event: 6
Issues and Pull Requests
Last synced: about 1 year ago
All Time
- Total issues: 0
- Total pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: 11 minutes
- Total issue authors: 0
- Total pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: 11 minutes
- Issue authors: 0
- Pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
Pull Request Authors
- araffin (2)