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Reinforcement Learning

167 projects

Showing 36 of 167 projects

awesome-CARLA
awesome-CARLA

A curated list of awesome tutorials, blogs, and projects for the CARLA autonomous driving simulator.

#robotics#carla#ue4
Stars914
Forks130
Last commit25 days ago
Jumanji
JumanjiPython

A diverse suite of scalable reinforcement learning environments written in JAX for hardware-accelerated research.

#research-tool#simulation#openai-gym
Stars873
Forks100
Last commit7 days ago
Applied Deep Learning for Computer Vision with Torch
Applied Deep Learning for Computer Vision with TorchJupyter Notebook

CVPR 2015 workshop materials for learning deep learning and computer vision with Torch framework.

#educational-workshop#deep-learning#neural-networks
Stars869
Forks410
Last commit
gym-gazebo
gym-gazeboPython

An OpenAI Gym extension for robotics simulation using ROS and Gazebo to benchmark and develop robot behaviors.

#robotics#robot-control#simulation
Stars844
Forks275
Last commit7 years ago
A chess AI that learns to play chess using deep learning.
A chess AI that learns to play chess using deep learning.Python

A chess AI that learns to play chess using deep learning and neural networks.

#game-ai#chess-ai#deep-learning
Stars833
Forks158
Last commit9 years ago
tforce_btc_trader
tforce_btc_traderJupyter Notebook

A Bitcoin trading bot using deep reinforcement learning (TensorForce) to automate buy/sell/hold decisions based on price history.

#bitcoin-trading#trading-bot#hyperparameter-optimization
Stars832
Forks230
Last commit
AIToolbox
AIToolboxSwift

A comprehensive Swift framework providing AI/ML algorithms including neural networks, SVMs, PCA, genetic algorithms, and MDPs with GPU acceleration support.

#genetic-algorithms#deep-learning#neural-networks
Stars809
Forks86
Last commit6 years ago
AIToolbox
AIToolboxSwift

A comprehensive Swift framework providing AI/ML algorithms including neural networks, SVMs, genetic algorithms, and MDPs with GPU acceleration.

#genetic-algorithms#deep-learning#neural-networks
Stars809
Forks86
Last commit
stock_market_reinforcement_learning
stock_market_reinforcement_learningPython

An OpenAI Gym environment for stock market trading simulation with Deep Q-learning and Policy Gradient implementations.

#policy-gradient#openai-gym#algorithmic-trading
Stars798
Forks310
Last commit
JAX RL
JAX RLJupyter Notebook

JAX (Flax) implementations of reinforcement learning algorithms for continuous action spaces, designed for research.

#continuous-control#sac#actor-critic
Stars757
Forks76
Last commit4 years ago
CrowdNav
CrowdNavPython

A deep reinforcement learning framework for crowd-aware robot navigation using attention mechanisms to model human-robot and human-human interactions.

#autonomous-robots#social-navigation#robot-navigation
Stars738
Forks184
Last commit4 years ago
cadrl_ros
cadrl_rosPython

ROS package implementing a deep reinforcement learning algorithm for dynamic obstacle avoidance in ground robots.

#robotics#deep-learning#motion-planning
Stars725
Forks157
Last commit4 years ago
AI4R
AI4RRuby

A lightweight Ruby playground with clean implementations of core AI algorithms for learning and experimentation.

#algorithm-implementation#genetic-algorithms#search-algorithms
Stars722
Forks123
Last commit1 year ago
ai4r
ai4rRuby

A lightweight Ruby playground with clean, readable implementations of core AI algorithms for learning and experimentation.

#algorithm-implementation#genetic-algorithms#search-algorithms
Stars722
Forks123
Last commit1 year ago
Awesome Monte Carlo Tree Search
Awesome Monte Carlo Tree SearchPython

A curated collection of Monte Carlo tree search research papers with implementations from top AI conferences.

#game-ai#deep-learning#monte-carlo-tree-search
Stars716
Forks76
Last commit
Awesome Embodied Vision
Awesome Embodied Vision

A curated reading list of papers, datasets, and simulators for embodied vision research, covering navigation, interaction, and reasoning.

#robotics#simulation#research-papers
Stars710
Forks79
Last commit1 year ago
Pgx
PgxPython

A collection of GPU-accelerated parallel game simulators for reinforcement learning, built with JAX.

#board-games#ai#parallel-computing
Stars656
Forks57
Last commit1 year ago
Gym-Malware
Gym-MalwarePython

A reinforcement learning environment for training AI agents to manipulate malware samples and evade static machine learning detection.

#openai-gym#evasion-techniques#cybersecurity-research
Stars637
Forks164
Last commit3 years ago
gym-carla
gym-carlaPython

An OpenAI Gym environment wrapper for the CARLA autonomous driving simulator, enabling reinforcement learning research.

#robotics#autonomous-driving#carla-simulator
Stars616
Forks120
Last commit4 years ago
StarData
StarDataPython

A large-scale StarCraft: Brood War replay dataset for AI research, containing 65,646 games with frame and action data.

#game-ai#starcraft-ai#torchcraft
Stars576
Forks74
Last commit5 years ago
TensorLayerX
TensorLayerXPython

A unified deep learning and reinforcement learning framework supporting multiple backends and hardware platforms.

#mindspore#paddlepaddle#ai-framework
Stars531
Forks46
Last commit9 months ago
Pavlov.js
Pavlov.jsC++

A JavaScript library for reinforcement learning using Markov Decision Processes, implemented in C++ for performance.

#ai#markov-decision-process#npm-package
Stars497
Forks19
Last commit8 years ago
qtrader
qtraderJupyter Notebook

A reinforcement learning framework for portfolio management that learns optimal trading strategies through online training.

#algorithmic-trading#trading-strategies#portfolio-management
Stars480
Forks168
Last commit8 years ago
Machin
MachinPython

A PyTorch reinforcement learning library implementing DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, and IMPALA.

#distributed-training#td3#sac
Stars420
Forks51
Last commit5 years ago
REINVENT
REINVENTPython

A reinforcement learning framework for de novo drug design that generates novel molecular structures with desired properties.

#molecular-generation#ai-drug-discovery#cheminformatics
Stars378
Forks112
Last commit1 year ago
goro
goroGo

A high-level machine learning library for Go with a Keras-like API, built on Gorgonia.

#model-training#data-science#deep-learning
Stars373
Forks19
Last commit2 years ago
microRTS
microRTSJava

A simple, deterministic real-time strategy game environment designed for AI and reinforcement learning research.

#deterministic-simulation#monte-carlo-tree-search#ai-competition
Stars366
Forks137
Last commit1 year ago
QDax
QDaxPython

A hardware-accelerated Python library for running Quality-Diversity and neuroevolution algorithms in minutes instead of days.

#robotics#parallel-computing#jax
Stars364
Forks54
Last commit11 months ago
NNDIAL
NNDIALPython

An open-source toolkit for building end-to-end trainable task-oriented dialogue models with neural networks.

#academic-toolkit#dialogue-agents#dialogues
Stars353
Forks101
Last commit9 years ago
gold
goldGo

A reinforcement learning library for Go providing agents, composable tooling, and visualization for solving environment challenges.

#deep-learning#go-library#reinforcementlearning
Stars352
Forks30
Last commit6 years ago
Maze
MazePython

An application-oriented Deep Reinforcement Learning framework for real-world decision problems, covering simulation to deployment.

#hydra-config#simulation#distributed
Stars294
Forks12
Last commit4 months ago
evostra
evostraPython

A fast Evolution Strategy implementation in Python

#ai#deep-learning#evolutionary-algorithms
Stars271
Forks47
Last commit6 years ago
trading-gym
trading-gymJupyter Notebook

A reinforcement learning environment for training trading agents using real Korean equities orderbook and execution data.

#openai-gym#orderbook-data#algorithmic-trading
Stars235
Forks38
Last commit3 years ago
GodotAIGym
GodotAIGymPython

Turn Godot projects into OpenAI Gym environments for training reinforcement learning models with PyTorch via shared memory.

#openai-gym#simulation-training#ai-training
Stars235
Forks27
Last commit3 years ago
MicroMLP
MicroMLPPython

A lightweight multilayer perceptron neural network library for MicroPython, designed for embedded systems like ESP32 and Pycom modules.

#ai#neural-network#micropython
Stars196
Forks29
Last commit5 years ago
dpnn
dpnnLua

A Torch7 package providing extended neural network modules, criterions, and utilities for deep learning research.

#deep-learning#neural-networks#research-tools
Stars192
Forks84
Last commit9 years ago
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