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Top 20 Python gym-environment Projects
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rlcard
Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.
Project mention: [P] Looking for RL or rules-based No-Limit Hold 'Em Work | /r/MachineLearning | 2023-06-03 -
Project mention: Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN | /r/reinforcementlearning | 2023-11-27
More or less what the title says. I have already tried this https://github.com/Farama-Foundation/HighwayEnv/blob/master/scripts/sb3_racetracks_ppo.py, using a dqn from sb3 instead of the ppo but the results weren't good, i'm open to any suggestion.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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gym-mtsim
A general-purpose, flexible, and easy-to-use simulator alongside an OpenAI Gym trading environment for MetaTrader 5 trading platform (Approved by OpenAI Gym)
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MuJoCo_RL_UR5
A MuJoCo/Gym environment for robot control using Reinforcement Learning. The task of agents in this environment is pixel-wise prediction of grasp success chances.
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Project mention: Trading Environment for Reinforcement Learning - Documentation available | /r/quant | 2023-04-25
Documentation | GitHub repo
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InfluxDB
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Project mention: Shimmy 1.0: Gymnasium & PettingZoo bindings for popular external RL environments | /r/reinforcementlearning | 2023-04-25
Check out our blog post or release notes for more details. Our documentation website at https://shimmy.farama.org/, containing an overview of each environment with screenshots, installation instructions, full usage scripts, and API information.
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quantum-arch-search
Cirq/PyTorch implementation of Quantum Architecture Search via Deep Reinforcement Learning by (Kuo et al., 2021)
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Code for PyReason Gym: https://github.com/lab-v2/pyreason-gym
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Wave-Defense-Learning-Environment
A videogame made with PyGame turned into an Open AI Gym Learning Environment for Reinforcement Learning agents.
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Project mention: Show HN: I wrote a multicopter simulation library in Python | news.ycombinator.com | 2023-11-13
* Documentation: https://multirotor.readthedocs.io/en/latest/
* Source code: https://github.com/hazrmard/multirotor
* Demo/Quickstart: https://multirotor.readthedocs.io/en/latest/Quickstart.html
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santorini-RL
Play the board game Santorini with this Reinforcement Learning agent and custom Gym environment
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SaaSHub
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Python gym-environment related posts
- Looking for a a tutorial/blog post/ codebase/ anything that deals with highway-env possibly the racetrack variant) with a DQN
- Show HN: I wrote a multicopter simulation library in Python
- Trading Environment for Reinforcement Learning - Documentation available
- Drone Racing RL Environments
- RecurrentPPO (SB3-contrib) learning for autonomous driving
- SimpleGrid env for OpenAI gym
- drone environment ?
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A note from our sponsor - WorkOS
workos.com | 28 Mar 2024
Index
What are some of the best open-source gym-environment projects in Python? This list will help you:
Project | Stars | |
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1 | rlcard | 2,648 |
2 | HighwayEnv | 2,300 |
3 | rex-gym | 957 |
4 | gym-mtsim | 380 |
5 | MuJoCo_RL_UR5 | 303 |
6 | Gym-Trading-Env | 202 |
7 | rocket-league-gym | 191 |
8 | gym-multigrid | 175 |
9 | Shimmy | 114 |
10 | endless-memory-gym | 65 |
11 | gym-simplegrid | 33 |
12 | quantum-arch-search | 29 |
13 | loopquest | 26 |
14 | RayEnvWrapper | 21 |
15 | pyreason-gym | 17 |
16 | Wave-Defense-Learning-Environment | 13 |
17 | multirotor | 11 |
18 | gym-woodoku | 3 |
19 | gym-md | 2 |
20 | santorini-RL | 1 |