C++ reinforcement-learning

Open-source C++ projects categorized as reinforcement-learning

Top 19 C++ reinforcement-learning Projects

  • Bullet

    Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

    Project mention: Looking for specific pre-Microsoft Havok Physics SDK version (2013, 2014) | /r/DHExchange | 2023-12-07
  • vowpal_wabbit

    Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

    Project mention: Data Science terminology can be wild | /r/datascience | 2023-03-16

    Let me introduce you to my friend Vopal Wabbit. https://vowpalwabbit.org/

  • JetBrains Dev Survey

    What’s up with the C++ ecosystem in 2023? JetBrains Developer Ecosystem Survey 2023 has given us many interesting insights. The Embedded (37%) and Games (39%) industries are already working with C++20, developers are incorporating static analysis in their CI, and ChatGPT usage among coders is flourishing. Read on for more!

  • open_spiel

    OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

    Project mention: What projects or open-source contributions can impress Jane Street recruiters for a Quant SWE role ? | /r/csMajors | 2023-07-03

    Deep mind actually has a repository where they applied this algorithm for incomplete-knowledge games. You could use it for reference: https://github.com/deepmind/open_spiel/tree/master/open_spiel/python/algorithms

  • ViZDoom

    Reinforcement Learning environments based on the 1993 game Doom :godmode:

    Project mention: Reinforcement learning libraries with AlphaZero | /r/reinforcementlearning | 2023-05-15

    AFAIK AlphaZero has not been used for continuous action space 3d environments like vizdoom, I wouldn't expect it to work well out of the box. There is a basic example demonstrating Q-learning on the environment: https://vizdoom.cs.put.edu.pl/tutorial#learning, as well as numerous example files of various training methods: https://github.com/Farama-Foundation/ViZDoom/tree/master/examples/python

  • envpool

    C++-based high-performance parallel environment execution engine (vectorized env) for general RL environments.

    Project mention: How do I improve my SB3 PPO on an EnvPool environment | /r/reinforcementlearning | 2023-09-21

    I am looking to improve the overall performance as well as optimize the wall clock time. I slightly modified the code to develop a SB3 wrapper for envpool from here.

  • spot_mini_mini

    Dynamics and Domain Randomized Gait Modulation with Bezier Curves for Sim-to-Real Legged Locomotion.

  • AI-Toolbox

    A C++ framework for MDPs and POMDPs with Python bindings

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  • ns3-gym

    ns3-gym - The Playground for Reinforcement Learning in Networking Research

  • open-quadruped

    An open-source 3D-printed quadrupedal robot. Intuitive gait generation through 12-DOF Bezier Curves. Full 6-axis body pose manipulation. Custom 3DOF Leg Inverse Kinematics Model accounting for offsets.

  • megaverse

    High-throughput simulation platform for Artificial Intelligence reseach

  • bomberland

    Bomberland: a multi-agent AI competition based on Bomberman. This repository contains both starter / hello world kits + the engine source code

  • muzero-cpp

    A C++ pytorch implementation of MuZero

  • snakeAI

    testing MLP, DQN, PPO, SAC, policy-gradient by snake

  • tinymind

    Tinymind is a Neural Network and Machine Learning project intended to provide a C++ template library for neural nets and machine learning algorithms within embedded systems.

    Project mention: Is there anything like Embedded Artificial Intelligence & Machine Learning? Can anyone tell me more about it? | /r/embedded | 2023-12-07

    Take a look at TinyMind: https://github.com/danmcleran/tinymind

  • ViSmartCab

    Tabular Q learning to demonstrate sample OpenAI taxi V2 implementation in C++

  • torchRL

    TorchRL is a C++ reinforcement library using PyTorch C++ backend LibTorch

  • chess-deep-rl-cpp

    C++ version of my chess-deep-rl project. WIP

  • connect4-deep-rl

    Deep reinforcement learning algorithm to solve Connect 4, based on AlphaZero

  • loneliless

    A Deep-Q Network playing a single player Pong game. Network done in Python (Tensorflow-gpu) with the single player Pong game implemented in C++ (Openframeworks) and both binded with Pybind11.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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). The latest post mention was on 2023-12-07.

C++ reinforcement-learning related posts

Index

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

Project Stars
1 Bullet 11,650
2 vowpal_wabbit 8,381
3 open_spiel 3,940
4 ViZDoom 1,637
5 envpool 981
6 spot_mini_mini 755
7 AI-Toolbox 635
8 ns3-gym 473
9 open-quadruped 323
10 megaverse 210
11 bomberland 98
12 muzero-cpp 27
13 snakeAI 10
14 tinymind 6
15 ViSmartCab 5
16 torchRL 2
17 chess-deep-rl-cpp 1
18 connect4-deep-rl 0
19 loneliless 0
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