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https://github.com/beegass/deep-q-learning

This is my attempt at implementing the paper "Playing Atari with Deep Reinforcement Learning" By Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra and Martin Riedmiller. This is my first attempt at both reading and implementing a research paper.

https://github.com/beegass/deep-q-learning

Science Score: 23.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    1 of 4 committers (25.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.7%) to scientific vocabulary

Keywords

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

Keywords from Contributors

lecture linear-regression statistical-learning support-vector-machine
Last synced: 6 months ago · JSON representation

Repository

This is my attempt at implementing the paper "Playing Atari with Deep Reinforcement Learning" By Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra and Martin Riedmiller. This is my first attempt at both reading and implementing a research paper.

Basic Info
  • Host: GitHub
  • Owner: BeeGass
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage:
  • Size: 6.65 MB
Statistics
  • Stars: 2
  • Watchers: 2
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Topics
deep-q-network deep-reinforcement-learning q-learning reinforcement-learning
Created almost 5 years ago · Last pushed almost 5 years ago
Metadata Files
Readme

README.md

Deep_Q-Learning

What Files Should I Look At

  • There has been poor use of version control due in part to the newness of google colab to the group.
  • To view code associated with the latest iteration in our approach to DQN please refer to DeepQNetwork.ipynb. If you want to view the visualization to portions of DQN please refer to ManimForDQN.ipynb

Resources That Helped

Thanks

Thank you to * @edkazcarlson * @moneill0 * @20hub * @yichenlilyc * @dtkatch

for the late night/early morning help

Clips

https://user-images.githubusercontent.com/44324535/117367069-a6631600-ae8f-11eb-99b9-fd7bb431e311.mp4

https://user-images.githubusercontent.com/44324535/117367113-b7ac2280-ae8f-11eb-9885-b7edc8bb42d0.mp4

https://user-images.githubusercontent.com/44324535/117367122-bbd84000-ae8f-11eb-8981-a8975fc9b7fc.mp4

https://user-images.githubusercontent.com/44324535/117367127-be3a9a00-ae8f-11eb-91e9-d88d73a87eb9.mp4

https://user-images.githubusercontent.com/44324535/117367154-c692d500-ae8f-11eb-876c-51868db1fe6a.mp4

https://user-images.githubusercontent.com/44324535/117367163-c98dc580-ae8f-11eb-9e7e-6c45995cd175.mp4

https://user-images.githubusercontent.com/44324535/117367185-d3afc400-ae8f-11eb-8055-5feabf01f88c.mp4

https://user-images.githubusercontent.com/44324535/117367203-dc07ff00-ae8f-11eb-9d71-29ecac574379.mp4

https://user-images.githubusercontent.com/44324535/117367231-e6c29400-ae8f-11eb-8bfc-ec28f2a0193a.mp4

https://user-images.githubusercontent.com/44324535/117367237-eb874800-ae8f-11eb-8d73-0d34d1df6a7b.mp4

https://user-images.githubusercontent.com/44324535/117367241-ecb87500-ae8f-11eb-8b42-8fb668061ab4.mp4

https://user-images.githubusercontent.com/44324535/117367250-efb36580-ae8f-11eb-918b-8c0e6f253c66.mp4

https://user-images.githubusercontent.com/44324535/117367264-f510b000-ae8f-11eb-9846-b07a7e71e9af.mp4

Owner

  • Name: Bryan
  • Login: BeeGass
  • Kind: user
  • Location: Cambridge, MA
  • Company: @USArmyResearchLab

Research Engineer interested in SSMs

GitHub Events

Total
  • Watch event: 1
Last Year
  • Watch event: 1

Committers

Last synced: over 1 year ago

All Time
  • Total Commits: 32
  • Total Committers: 4
  • Avg Commits per committer: 8.0
  • Development Distribution Score (DDS): 0.344
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Bryan 4****y 21
Bryan 4****s 6
ekcarlson@wpi.edu e****n@w****u 4
Bryan b****3@l****m 1
Committer Domains (Top 20 + Academic)
wpi.edu: 1

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  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
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