deep-reinforcement-learning

There are 143 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.
data-mining data-science deep-learning deep-reinforcement-learning genetic-algorithm machine-learning machine-learning-from-scratch
Language:Python 21089
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++ 13108
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.
deep-learning deep-reinforcement-learning machine-learning neural-networks reinforcement-learning unity unity3d
Language:C# 12899
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 10105
lexfridman / mit-deep-learning
Tutorials, assignments, and competitions for MIT Deep Learning related courses.
artificial-intelligence data-science deep-learning deep-reinforcement-learning deep-rl deeplearning jupyter-notebooks machine-learning mit neural-networks segmentation self-driving-cars tensorflow tensorflow-tutorials
Language:Jupyter Notebook 9089
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++ 7762
google / trax
Trax — Deep Learning with Clear Code and Speed
jax numpy deep-learning deep-reinforcement-learning machine-learning transformer reinforcement-learning
Language:Python 6912
yenchenlin / DeepLearningFlappyBird
Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
deep-learning deep-reinforcement-learning game
Language:Python 6298
aamini / introtodeeplearning
Lab Materials for MIT 6.S191: Introduction to Deep Learning
algorithmic-bias computer-vision deep-learning deep-reinforcement-learning deeplearning jupyter-notebooks mit music-generation neural-networks tensorflow tensorflow-tutorials
Language:Jupyter Notebook 5332
yandexdataschool / Practical_RL
A course in reinforcement learning in the wild
reinforcement-learning course-materials deep-learning deep-reinforcement-learning git-course mooc tensorflow pytorch pytorch-tutorials keras hacktoberfest
Language:Jupyter Notebook 4965
AI4Finance-Foundation / FinRL
FinRL: The first open-source project for financial reinforcement learning. Please star. 🔥
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 4930
pwnagotchi
evilsocket / pwnagotchi
(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.
ai bettercap deep-learning deep-neural-network deep-reinforcement-learning handshakes wpa-psk
Language:JavaScript 4930
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 4752
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 4183
Reinforcement-Learning
andri27-ts / Reinforcement-Learning
Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning
a2c artificial-intelligence deep-learning deep-reinforcement-learning deepmind dqn evolution-strategies machine-learning policy-gradients ppo qlearning reinforcement-learning
Language:Jupyter Notebook 3413
simoninithomas / Deep_reinforcement_learning_Course
Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch
a2c actor-critic deep-learning deep-q-learning deep-q-network deep-reinforcement-learning ppo pytorch qlearning tensorflow tensorflow-tutorials unity
Language:Jupyter Notebook 3376
tensorforce / tensorforce
Tensorforce: a TensorFlow library for applied reinforcement learning
control deep-reinforcement-learning reinforcement-learning system-control tensorflow tensorflow-library tensorforce
Language:Python 3132
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 2963
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 2807
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 2740
aleju / papers
Summaries of machine learning papers
machine-learning deep-learning paper summary computer-vision nlp gan deep-reinforcement-learning
2407
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 2186
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 2174
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 1789
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 1730
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
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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 1573
carpedm20 / deep-rl-tensorflow
TensorFlow implementation of Deep Reinforcement Learning papers
tensorflow deep-reinforcement-learning dqn
Language:Python 1570
mbadry1 / Top-Deep-Learning
Top 200 deep learning Github repositories sorted by the number of stars.
artificial-intelligence artificial-neural-networks convolutional-neural-networks deep-learning deep-neural-networks deep-reinforcement-learning machine-learning recurrent-neural-networks stargazers-count top-repositories
Language:Python 1475
huggingface / deep-rl-class
This repo contain the syllabus of the Hugging Face Deep Reinforcement Learning Class.
deep-reinforcement-learning reinforcement-learning reinforcement-learning-excercises
Language:Jupyter Notebook 1400
chuyangliu / snake
Artificial intelligence for the Snake game.
snake game artificial-intelligence graph-theory algorithm python deep-reinforcement-learning reinforcement-learning
Language:Python 1374
Kaixhin / Rainbow
Rainbow: Combining Improvements in Deep Reinforcement Learning
deep-learning deep-reinforcement-learning
Language:Python 1319
pathak22 / noreward-rl
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
deep-reinforcement-learning curiosity exploration deep-learning rl deep-neural-networks mario doom self-supervised tensorflow openai-gym
Language:Python 1280
awesome-deep-rl
tigerneil / awesome-deep-rl
For deep RL and the future of AI.
deep-reinforcement-learning reinforcement-learning game reward artificial-general-intelligence exploration-exploitation hierarchical-reinforcement-learning distributional multiagent-reinforcement-learning planning theoretical-computer-science inverse-rl icml aamas ijcai aaai aistats uai agi iclr
Language:HTML 1152
keon / deep-q-learning
Minimal Deep Q Learning (DQN & DDQN) implementations in Keras
ddqn deep-learning deep-q-network deep-reinforcement-learning dqn reinforcement-learning
Language:Python 1136
AI4Finance-Foundation / Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020
Deep Reinforcement Learning for Automated Stock Trading: An Ensemble Strategy. ICAIF 2020. 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 1126

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