deep-reinforcement-learning

There are 221 repositories under deep-reinforcement-learning topic.

eriklindernoren / 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.
machine-learning deep-learning deep-reinforcement-learning machine-learning-from-scratch data-science data-mining genetic-algorithm
Language:Python 23260
ml-agents
Unity-Technologies / 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.
reinforcement-learning unity3d deep-learning unity deep-reinforcement-learning neural-networks machine-learning
Language:C# 16422
microsoft / AirSim
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
ai airsim artificial-intelligence autonomous-quadcoptor autonomous-vehicles computer-vision control-systems cross-platform deep-reinforcement-learning deeplearning drones pixhawk platform-independent research self-driving-car simulator unreal-engine
Language:C++ 15922
kmario23 / deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
artificial-intelligence-algorithms artificial-neural-networks bayesian-statistics computer-vision deep-learning deep-neural-networks deep-reinforcement-learning explainable-ai geometric-deep-learning graph-neural-networks machine-learning medical-imaging natural-language-processing optimization pattern-recognition probabilistic-graphical-models probability reinforcement-learning speech-recognition visual-recognition
Language:HTML 11837
carla
carla-simulator / carla
Open-source simulator for autonomous driving research.
simulator autonomous-vehicles autonomous-driving research ai artificial-intelligence computer-vision deep-learning deep-reinforcement-learning imitation-learning self-driving-car ue4 unreal-engine-4 cross-platform carla carla-simulator ros
Language:C++ 10579
lexfridman / mit-deep-learning
Tutorials, assignments, and competitions for MIT Deep Learning related courses.
deep-learning mit self-driving-cars deep-reinforcement-learning deep-rl artificial-intelligence neural-networks segmentation machine-learning data-science deeplearning tensorflow tensorflow-tutorials jupyter-notebooks
Language:Jupyter Notebook 10014
AI4Finance-Foundation / FinRL
FinRL: Financial Reinforcement Learning. 🔥
deep-reinforcement-learning drl-trading-agents stock-trading drl-algorithms pythorch tensorflow2 drl-framework multi-agent-learning finance stock-markets trading-tasks openai-gym fintech algorithmic-trading
Language:Jupyter Notebook 9172
datawhalechina / easy-rl
强化学习中文教程（蘑菇书🍄），在线阅读地址：https://datawhalechina.github.io/easy-rl/
deep-reinforcement-learning reinforcement-learning dqn ppo a3c q-learning sarsa imitation-learning policy-gradient ddpg easy-rl double-dqn dueling-dqn td3
Language:Jupyter Notebook 8269
google / trax
Trax — Deep Learning with Clear Code and Speed
jax numpy deep-learning deep-reinforcement-learning machine-learning transformer reinforcement-learning
Language:Python 7963
pwnagotchi
evilsocket / pwnagotchi
(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.
ai deep-reinforcement-learning wpa-psk handshakes bettercap deep-learning deep-neural-network
Language:JavaScript 7233
aamini / introtodeeplearning
Lab Materials for MIT 6.S191: Introduction to Deep Learning
mit deep-learning neural-networks tensorflow tensorflow-tutorials music-generation computer-vision algorithmic-bias deep-reinforcement-learning deeplearning jupyter-notebooks
Language:Jupyter Notebook 6926
yenchenlin / DeepLearningFlappyBird
Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
deep-learning deep-reinforcement-learning game
Language:Python 6605
yandexdataschool / Practical_RL
A course in reinforcement learning in the wild
course-materials deep-learning deep-reinforcement-learning git-course hacktoberfest keras mooc pytorch pytorch-tutorials reinforcement-learning tensorflow
Language:Jupyter Notebook 5760
udacity / deep-reinforcement-learning
Repo for the Deep Reinforcement Learning Nanodegree program
deep-reinforcement-learning reinforcement-learning reinforcement-learning-algorithms neural-networks pytorch pytorch-rl ddpg dqn ppo dynamic-programming cross-entropy hill-climbing ml-agents openai-gym-solutions openai-gym rl-algorithms
Language:Jupyter Notebook 4778
vwxyzjn / cleanrl
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
wandb reinforcement-learning pytorch python gym machine-learning deep-reinforcement-learning deep-learning atari ale a2c proximal-policy-optimization ppo advantage-actor-critic actor-critic phasic-policy-gradient
Language:Python 4560
Reinforcement-Learning
andri27-ts / Reinforcement-Learning
Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning
reinforcement-learning machine-learning artificial-intelligence deep-reinforcement-learning deep-learning policy-gradients evolution-strategies a2c deepmind dqn qlearning ppo
Language:Jupyter Notebook 4108
simoninithomas / Deep_reinforcement_learning_Course
Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch
deep-reinforcement-learning qlearning deep-learning tensorflow-tutorials tensorflow ppo a2c actor-critic deep-q-network deep-q-learning pytorch unity
Language:Jupyter Notebook 3723
huggingface / deep-rl-class
This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.
deep-reinforcement-learning reinforcement-learning reinforcement-learning-excercises deep-learning
Language:MDX 3639
sweetice / Deep-reinforcement-learning-with-pytorch
PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....
policy-gradient pytorch actor-critic-algorithm alphago deep-reinforcement-learning a2c dqn sarsa ppo a3c resnet algorithm deep-learning reinforce actor-critic sac td3 trpo
Language:Python 3633
ikostrikov / 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).
pytorch reinforcement-learning deep-learning deep-reinforcement-learning actor-critic advantage-actor-critic a2c ppo proximal-policy-optimization acktr second-order hessian natural-gradients atari mujoco roboschool continuous-control kfac kronecker-factored-approximation ale
Language:Python 3481
rlcode / reinforcement-learning
Minimal and Clean Reinforcement Learning Examples
reinforcement-learning deep-learning deep-reinforcement-learning machine-learning policy-gradient deep-q-network dqn actor-critic a3c
Language:Python 3306
tensorforce / tensorforce
Tensorforce: a TensorFlow library for applied reinforcement learning
reinforcement-learning tensorflow deep-reinforcement-learning tensorflow-library tensorforce control system-control
Language:Python 3283
ShangtongZhang / DeepRL
Modularized Implementation of Deep RL Algorithms in PyTorch
pytorch deep-reinforcement-learning dqn dueling-network-architecture double-dqn deeprl ddpg ppo categorical-dqn option-critic quantile-regression td3 a2c option-critic-architecture prioritized-experience-replay rainbow
Language:Python 3115
opendilab / awesome-RLHF
A curated list of reinforcement learning with human feedback resources (continually updated)
deep-learning deep-reinforcement-learning human-feedback reinforcement-learning rlhf large-language-models
2807
seungeunrho / minimalRL
Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
deep-reinforcement-learning pytorch simple deep-learning a3c ppo a2c reinforce acer dqn ddpg policy-gradients reinforcement-learning machine-learning sac
Language:Python 2758
rlcard
datamllab / rlcard
Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.
reinforcement-learning deep-reinforcement-learning game-ai poker card-game poker-game openai-gym gym-environment card-games blackjack texas uno mahjong game-bot doudizhu multi-agent game ai
Language:Python 2724
aleju / papers
Summaries of machine learning papers
machine-learning deep-learning paper summary computer-vision nlp gan deep-reinforcement-learning
2495
HuaizhengZhang / Awesome-System-for-Machine-Learning
A curated list of research in machine learning systems (MLSys). Paper notes are also provided.
automl computer-system deep-learning deep-neural-networks deep-reinforcement-learning distributed-systems edge-computing inference infrastructure machine-learning model-database optimization paper resouce-management system
2442
werner-duvaud / muzero-general
MuZero
muzero reinforcement-learning alphazero pytorch python3 self-learning monte-carlo-tree-search deep-learning deep-reinforcement-learning neural-network model-based-rl rl muzero-general tensorboard gym mcts alphago residual-network machine-learning
Language:Python 2388
AI4Finance-Foundation / FinRL-Trading
For trading. Please star.
deep-reinforcement-learning stock-trading a2c-algorithm ppo ddpg openai-gym ensemble-strategy stock-trading-strategy automated-stock-trading sharpe-ratio
Language:Jupyter Notebook 1896
alessiodm / drl-zh
Deep Reinforcement Learning: Zero to Hero!
deep-reinforcement-learning reinforcement-learning deep-learning machine-learning
Language:Jupyter Notebook 1862
rl-baselines3-zoo
DLR-RM / rl-baselines3-zoo
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
rl reinforcement-learning stable-baselines openai gym pybullet hyperparameter-optimization hyperparameter-tuning hyperparameter-search optimization sde robotics lab pybullet-environments tuning-hyperparameters deep-reinforcement-learning pytorch
Language:Python 1801
habitat-lab
facebookresearch / habitat-lab
A modular high-level library to train embodied AI agents across a variety of tasks and environments.
ai computer-vision robotics simulator sim2real deep-learning deep-reinforcement-learning reinforcement-learning research python
Language:Python 1748
opendilab / PPOxFamily
PPO x Family DRL Tutorial Course（决策智能入门级公开课：8节课帮你盘清算法理论，理顺代码逻辑，玩转决策AI应用实践）
course decision-intelligence python reinforcement-learning deep-reinforcement-learning
Language:Python 1737
lexfridman / deeptraffic
DeepTraffic is a deep reinforcement learning competition, part of the MIT Deep Learning series.
deep-learning machine-learning deep-reinforcement-learning mit self-driving-cars deep-rl tensorflow convnetjs
Language:JavaScript 1734
mbadry1 / Top-Deep-Learning
Top 200 deep learning Github repositories sorted by the number of stars.
deep-learning deep-neural-networks deep-reinforcement-learning convolutional-neural-networks recurrent-neural-networks stargazers-count artificial-neural-networks artificial-intelligence machine-learning top-repositories
Language:Python 1630

deep-reinforcement-learning

eriklindernoren / ML-From-Scratch

Unity-Technologies / ml-agents

microsoft / AirSim

kmario23 / deep-learning-drizzle

carla-simulator / carla

lexfridman / mit-deep-learning

AI4Finance-Foundation / FinRL

datawhalechina / easy-rl

google / trax

evilsocket / pwnagotchi

aamini / introtodeeplearning

yenchenlin / DeepLearningFlappyBird

yandexdataschool / Practical_RL

udacity / deep-reinforcement-learning

vwxyzjn / cleanrl

andri27-ts / Reinforcement-Learning

simoninithomas / Deep_reinforcement_learning_Course

huggingface / deep-rl-class

sweetice / Deep-reinforcement-learning-with-pytorch

ikostrikov / pytorch-a2c-ppo-acktr-gail

rlcode / reinforcement-learning

tensorforce / tensorforce

ShangtongZhang / DeepRL

opendilab / awesome-RLHF

seungeunrho / minimalRL

datamllab / rlcard

aleju / papers

HuaizhengZhang / Awesome-System-for-Machine-Learning

werner-duvaud / muzero-general

AI4Finance-Foundation / FinRL-Trading

alessiodm / drl-zh

DLR-RM / rl-baselines3-zoo

facebookresearch / habitat-lab

opendilab / PPOxFamily

lexfridman / deeptraffic

mbadry1 / Top-Deep-Learning