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Top 16 Python reinforcement-learning-environment Projects
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robo-gym
An open source toolkit for Distributed Deep Reinforcement Learning on real and simulated robots.
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Gym-Stag-Hunt
A custom reinfrocement learning environment for OpenAI Gym & PettingZoo that implements various Stag Hunt-like social dilemma games.
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gymprecice
A framework to design and develop reinforcement learning environments for single- and multi-physics active flow control.
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santorini-RL
Play the board game Santorini with this Reinforcement Learning agent and custom Gym environment
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Project mention: Gym environment for building simulation and control using reinforcement learning | news.ycombinator.com | 2024-04-24
Please check our recently released package https://github.com/gymprecice/gymprecice. There are couple of example there for active flow control and FSI. Gym-preCICE is a Python preCICE adapter fully compliant with Gymnasium (also known as OpenAI Gym) API to facilitate designing and developing Reinforcement Learning (RL) environments for single- and multi-physics active flow control (AFC) applications. In an actor-environment setting, Gym-preCICE takes advantage of preCICE, an open-source coupling library for partitioned multi-physics simulations, to handle information exchange between a controller (actor) and an AFC simulation environment. The developed framework results in a seamless non-invasive integration of realistic physics-based simulation toolboxes with RL algorithms.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python reinforcement-learning-environments related posts
- Trading Environment for Reinforcement Learning - Documentation available
- Simple continuous environment with spaceship but yet challenging for RL algorithms (like SAC, TD3)
- Joanneum Research Institute Release Version 1.0.0 Of Robo-Gym, An Open Source Toolkit For Distributed Deep Reinforcement Learning On Real And Simulated Robots
- Joanneum Research Institute Release Version 1.0.0 Of Robo-Gym, An Open Source Toolkit For Distributed Deep Reinforcement Learning On Real And Simulated Robots
- Joanneum Research Institute Release Version 1.0.0 Of Robo-Gym, An Open Source Toolkit For Distributed Deep Reinforcement Learning On Real And Simulated Robots
- Creating a new football game
- control libraries for python
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Index
What are some of the best open-source reinforcement-learning-environment projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | football | 3,249 |
| 2 | babyai | 669 |
| 3 | holodeck | 564 |
| 4 | robo-gym | 371 |
| 5 | Gym-Trading-Env | 225 |
| 6 | sinergym | 107 |
| 7 | bark-ml | 90 |
| 8 | modelicagym | 73 |
| 9 | gym-hybrid | 46 |
| 10 | gym-simplegrid | 33 |
| 11 | Gym-Stag-Hunt | 23 |
| 12 | gym-cartpole-swingup | 21 |
| 13 | gymprecice | 20 |
| 14 | space-gym | 7 |
| 15 | dmc2gymnasium | 4 |
| 16 | santorini-RL | 1 |
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