Python deep-reinforcement-learning

Open-source Python projects categorized as deep-reinforcement-learning
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Top 23 Python deep-reinforcement-learning Projects

deep-reinforcement-learning

  • 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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  • trax

    Trax — Deep Learning with Clear Code and Speed

    Project mention: Maxtext: A simple, performant and scalable Jax LLM | news.ycombinator.com | 2024-04-23

    Is t5x an encoder/decoder architecture?

    Some more general options.

    The Flax ecosystem

    https://github.com/google/flax?tab=readme-ov-file

    or dm-haiku

    https://github.com/google-deepmind/dm-haiku

    were some of the best developed communities in the Jax AI field

    Perhaps the “trax” repo? https://github.com/google/trax

    Some HF examples https://github.com/huggingface/transformers/tree/main/exampl...

    Sadly it seems much of the work is proprietary these days, but one example could be Grok-1, if you customize the details. https://github.com/xai-org/grok-1/blob/main/run.py

  • pwnagotchi

    (⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

    Project mention: Pwnagotchi: Deep Reinforcement Learning for WiFi Hacking | news.ycombinator.com | 2024-01-27

  • cleanrl

    High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

  • 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).

  • tensorforce

    Tensorforce: a TensorFlow library for applied reinforcement learning

  • rlcard

    Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

  • minimalRL

    Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

  • muzero-general

    MuZero

    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

  • rl-baselines3-zoo

    A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

  • habitat-lab

    A modular high-level library to train embodied AI agents across a variety of tasks and environments.

  • PPO-PyTorch

    Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

  • d3rlpy

    An offline deep reinforcement learning library

  • FinRL-Meta

    FinRL­-Meta: Dynamic datasets and market environments for FinRL.

  • DI-star

    An artificial intelligence platform for the StarCraft II with large-scale distributed training and grand-master agents.

  • softlearning

    Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

    Project mention: Problem with Truncated Quantile Critics (TQC) and n-step learning algorithm. | /r/reinforcementlearning | 2023-12-09

    # see https://github.com/rail-berkeley/softlearning/issues/60

  • PyGame-Learning-Environment

    PyGame Learning Environment (PLE) -- Reinforcement Learning Environment in Python.

  • deepdrive

    Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

  • crypto-rl

    Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

    Project mention: crypto-rl: Retrieve limit order book level data from coinbase pro and bitfinex -> record in [arctic](https://github.com/man-group/arctic) timeseries database then implemented trend following strategies (market orders) and market making (limit orders) | /r/algoprojects | 2023-12-10

  • autonomous-learning-library

    A PyTorch library for building deep reinforcement learning agents.

  • DRL-robot-navigation

    Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.

  • DeepRL-TensorFlow2

    🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

  • AgileRL

    Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools.

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).

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Python deep-reinforcement-learning related posts

  • Deep Reinforcement Learning: Zero to Hero

    3 projects | news.ycombinator.com | 5 May 2024

  • Making Synthesized Sounds More Acoustic

    2 projects | news.ycombinator.com | 20 Dec 2023

  • 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!

    1 project | /r/reinforcementlearning | 9 Dec 2023

  • [P] Introducing PPO and Rainbow DQN to our super fast evolutionary HPO reinforcement learning framework

    1 project | /r/MachineLearning | 15 Oct 2023

  • Introducing PPO and Rainbow DQN to our super fast evolutionary HPO reinforcement learning framework

    1 project | /r/reinforcementlearning | 15 Oct 2023

  • FinRL-Meta: NEW Data - star count:937.0

    1 project | /r/algoprojects | 25 Sep 2023

  • FinRL-Meta: NEW Data - star count:937.0

    1 project | /r/algoprojects | 22 Sep 2023
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Index

What are some of the best open-source deep-reinforcement-learning projects in Python? This list will help you:

Project Stars
1 ML-From-Scratch 23,893
2 trax 8,110
3 pwnagotchi 7,808
4 cleanrl 5,773
5 pytorch-a2c-ppo-acktr-gail 3,612
6 tensorforce 3,297
7 rlcard 2,928
8 minimalRL 2,858
9 muzero-general 2,520
10 rl-baselines3-zoo 2,105
11 habitat-lab 2,014
12 PPO-PyTorch 1,755
13 d3rlpy 1,336
14 FinRL-Meta 1,301
15 DI-star 1,234
16 softlearning 1,227
17 PyGame-Learning-Environment 1,015
18 deepdrive 893
19 crypto-rl 851
20 autonomous-learning-library 646
21 DRL-robot-navigation 638
22 DeepRL-TensorFlow2 603
23 AgileRL 597

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