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Top 23 deep-reinforcement-learning Open-Source Projects
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ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
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ml-agents
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
Project mention: How do I change the maximum number of steps for training | /r/MLAgents | 2023-12-07 -
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AirSim
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
Project mention: Modding API for old game: Strategies to ensure it runs on older systems while not losing productivity? | /r/REGames | 2023-05-04 -
deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
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Project mention: Tesla braces for its first trial involving Autopilot fatality | news.ycombinator.com | 2023-08-28
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Project mention: Batendo BOVA11 - Approach usando Reinforcement Learning | /r/farialimabets | 2023-09-11
FinRL ---> https://github.com/AI4Finance-Foundation/FinRL
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and the implementation https://github.com/google/trax/blob/master/trax/models/resea... if you are interested.
Hope you get to look into this!
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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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Project mention: Pwnagotchi: Deep Reinforcement Learning for WiFi Hacking | news.ycombinator.com | 2024-01-27
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cleanrl
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
Project mention: [P] PettingZoo 1.24.0 has been released (including Stable-Baselines3 tutorials) | /r/reinforcementlearning | 2023-08-24PettingZoo 1.24.0 is now live! This release includes Python 3.11 support, updated Chess and Hanabi environment versions, and many bugfixes, documentation updates and testing expansions. We are also very excited to announce 3 tutorials using Stable-Baselines3, and a full training script using CleanRL with TensorBoard and WandB.
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Reinforcement-Learning
Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning (by andri27-ts)
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deep-rl-class
This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
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pytorch-a2c-ppo-acktr-gail
PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).
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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 -
awesome-RLHF
A curated list of reinforcement learning with human feedback resources (continually updated)
Project mention: OpenDILab Awesome Paper Collection: RL with Human Feedback (3) | /r/u_OpenDILab | 2023-05-14Recently, OpenDILab made a paper collection about Reinforcement Learning with Human Feedback (RLHF) and it has been open-sourced on GitHub. This repository is dedicated to helping researchers to collect the latest papers on RLHF, so that they can get to know this area better and more easily.
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Awesome-System-for-Machine-Learning
A curated list of research in machine learning systems (MLSys). Paper notes are also provided.
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Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14
I went looking for MuZero implementations in order to see how, exactly, they interact with the game space. Based on this one, which had the most stars in the muzero topic, it appears that it needs to be able to discern legal next steps from the current game state https://github.com/werner-duvaud/muzero-general/blob/master/...
So, I guess for the cards Forge has implemented one could MuZero it, but I believe it's a bit chicken and egg with a "free text" game like M:TG -- in order to train one would need to know legal steps for any random game state, but in order to have legal steps one would need to be able to read and interpret English rules and card text
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deeptraffic
DeepTraffic is a deep reinforcement learning competition, part of the MIT Deep Learning series.
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rl-baselines3-zoo
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
Project mention: Can't solve MountainCar-v0 with A2C algorithm (stable-baselines3) | /r/reinforcementlearning | 2023-06-27I'm trying to solve MountainCar-v0 enviroment from gymnasium with the A2C algorithm and the agent doesn't find a solution. I checked this so I added import stable_baselines3.common.sb2_compat.rmsprop_tf_like as RMSpropTFLike. Also checked the rl-baselines3-zoo for the hyperparameter tuning. So my code is:
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
deep-reinforcement-learning related posts
- Pwnagotchi: Deep Reinforcement Learning for WiFi Hacking
- Making Synthesized Sounds More Acoustic
- FinRL: NEW Deep Learning And Reinforcement Learning - star count:8407.0
- FinRL-Library: started by Columbia university engineering students and designed as an end to end deep reinforcement learning library for automated trading platform. Implementation of DQN DDQN DDPG etc using PyTorch and [gym](https://gym.openai.com/)
- The Power of Reinforcement Learning: look how this DeepRL Sektor model found a smart, super-cool exploit for Ultimate Mortal Kombat 3 in the video of a submission on DIAMBRA competition platform!
- FinRL: NEW Deep Learning And Reinforcement Learning - star count:8407.0
- FinRL-Library: started by Columbia university engineering students and designed as an end to end deep reinforcement learning library for automated trading platform. Implementation of DQN DDQN DDPG etc using PyTorch and [gym](https://gym.openai.com/)
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Index
What are some of the best open-source deep-reinforcement-learning projects? This list will help you:
Project | Stars | |
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1 | ML-From-Scratch | 23,060 |
2 | ml-agents | 16,194 |
3 | AirSim | 15,780 |
4 | deep-learning-drizzle | 11,685 |
5 | carla | 10,347 |
6 | FinRL | 8,908 |
7 | trax | 7,928 |
8 | pwnagotchi | 7,100 |
9 | introtodeeplearning | 6,808 |
10 | Practical_RL | 5,681 |
11 | cleanrl | 4,283 |
12 | Reinforcement-Learning | 4,091 |
13 | deep-rl-class | 3,556 |
14 | pytorch-a2c-ppo-acktr-gail | 3,423 |
15 | tensorforce | 3,273 |
16 | minimalRL | 2,709 |
17 | rlcard | 2,648 |
18 | awesome-RLHF | 2,621 |
19 | Awesome-System-for-Machine-Learning | 2,377 |
20 | muzero-general | 2,357 |
21 | FinRL-Trading | 1,847 |
22 | deeptraffic | 1,732 |
23 | rl-baselines3-zoo | 1,731 |