https://github.com/epignatelli/rl-basics

A collection of canonical Reinforcement Learning algorithms in jax, python
https://github.com/epignatelli/rl-basics

dynamic-programming mdp monte-carlo q-learning reinforcement-learning reinforcement-learning-algorithms rl sarsa

Last synced: 2 months ago
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A collection of canonical Reinforcement Learning algorithms in jax, python

• Host: GitHub
• URL: https://github.com/epignatelli/rl-basics
• Owner: epignatelli
• License: apache-2.0
• Created: 2020-11-22T22:40:07.000Z (almost 5 years ago)
• Default Branch: main
• Last Pushed: 2020-11-24T17:57:16.000Z (almost 5 years ago)
• Last Synced: 2025-03-02T12:42:40.896Z (7 months ago)
• Topics: dynamic-programming, mdp, monte-carlo, q-learning, reinforcement-learning, reinforcement-learning-algorithms, rl, sarsa
• Language: Python
• Homepage:
• Size: 16.6 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# rl-basics

A collection of canonical Reinforcement Learning algorithms in jax, python

TODO:

- [ ] Planning by dynamic programming

- [ ] On-policy Monte-Carlo

- [ ] Off-policy Monte-Carlo

- [ ] Q-Learning

- [ ] Sarsa

- [ ] Expected Sarsa

- [ ] Off-policy n-step Sarsa

- [ ] On-policy n-step Sarsa

- [ ] n-step Expected Sarsa