deep-reinforcement-learning

There are 188 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 22172
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# 14759
microsoft / AirSim
Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research
drones ai self-driving-car autonomous-vehicles autonomous-quadcoptor research computer-vision artificial-intelligence deeplearning deep-reinforcement-learning control-systems pixhawk cross-platform platform-independent airsim unreal-engine simulator
Language:C++ 14537
kmario23 / deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
machine-learning deep-learning deep-neural-networks pattern-recognition computer-vision optimization visual-recognition reinforcement-learning deep-reinforcement-learning natural-language-processing artificial-neural-networks artificial-intelligence-algorithms probabilistic-graphical-models bayesian-statistics speech-recognition graph-neural-networks medical-imaging geometric-deep-learning explainable-ai probability
Language:HTML 11195
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 9658
carla
carla-simulator / carla
Open-source simulator for autonomous driving research.
ai artificial-intelligence autonomous-driving autonomous-vehicles carla carla-simulator computer-vision cross-platform deep-learning deep-reinforcement-learning imitation-learning research ros self-driving-car simulator ue4 unreal-engine-4
Language:C++ 9248
google / trax
Trax — Deep Learning with Clear Code and Speed
jax numpy deep-learning deep-reinforcement-learning machine-learning transformer reinforcement-learning
Language:Python 7552
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 7406
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 6493
yenchenlin / DeepLearningFlappyBird
Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
deep-learning deep-reinforcement-learning game
Language:Python 6443
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 6217
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 5842
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 5348
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 4510
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 3663
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 3594
tensorforce / tensorforce
Tensorforce: a TensorFlow library for applied reinforcement learning
reinforcement-learning tensorflow deep-reinforcement-learning tensorflow-library tensorforce control system-control
Language:Python 3236
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 3204
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 3163
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:Jupyter Notebook 2967
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 2941
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 2900
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 2737
aleju / papers
Summaries of machine learning papers
machine-learning deep-learning paper summary computer-vision nlp gan deep-reinforcement-learning
2466
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 2460
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 2193
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 2107
HuaizhengZhang / Awesome-System-for-Machine-Learning
A curated list of research in machine learning systems (MLSys). Paper notes are also provided.
machine-learning system deep-learning optimization paper resouce-management deep-reinforcement-learning edge-computing computer-system distributed-systems infrastructure deep-neural-networks automl model-database inference
1999
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 1676
carpedm20 / deep-rl-tensorflow
TensorFlow implementation of Deep Reinforcement Learning papers
tensorflow deep-reinforcement-learning dqn
Language:Python 1573
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 1567
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 1497
chuyangliu / snake
Artificial intelligence for the Snake game.
snake game artificial-intelligence graph-theory algorithm python deep-reinforcement-learning reinforcement-learning ai snake-ai
Language:Python 1488
Kaixhin / Rainbow
Rainbow: Combining Improvements in Deep Reinforcement Learning
deep-learning deep-reinforcement-learning
Language:Python 1430
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 1418
opendilab / DI-star
An artificial intelligence platform for the StarCraft II with large-scale distributed training and grand-master agents.
reinforcment-learning starcraft2 self-play artificial-intelligence deep-learning league deep-reinforcement-learning
Language:Python 1377

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