#Deep-reinforcement-learning

Showing 60 of 158 repositories tagged #deep-reinforcement-learning, ranked by stars

eriklindernoren
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.

Score
93
โ˜… 32.0k โ‘‚ 5.3k +11/day
Python
Unity-Technologies
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.

Score
100
โ˜… 19.5k โ‘‚ 4.5k +12/day
C#
microsoft
microsoft
AirSim

Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

Score
99
โ˜… 18.3k โ‘‚ 4.9k +5/day
C++
AI4Finance-Foundation
AI4Finance-Foundation
FinRL

FinRLยฎ: Financial Reinforcement Learning. ๐Ÿ”ฅ

Score
100
โ˜… 15.7k โ‘‚ 3.4k +74/day
Jupyter Notebook
carla-simulator
carla-simulator
carla

Open-source simulator for autonomous driving research.

Score
98
โ˜… 14.2k โ‘‚ 4.6k +18/day
C++
kmario23
kmario23
deep-learning-drizzle

Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!

Score
89
โ˜… 12.8k โ‘‚ 3.0k +2/day
HTML
lexfridman
lexfridman
mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

Score
100
โ˜… 10.4k โ‘‚ 2.2k +1/day
Jupyter Notebook
vwxyzjn
vwxyzjn
cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Score
100
โ˜… 10.1k โ‘‚ 1.1k +17/day
Python
evilsocket
evilsocket
pwnagotchi

(โŒโ– _โ– ) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

Score
73
โ˜… 9.1k โ‘‚ 1.2k +1/day
Python
MITDeepLearning
MITDeepLearning
introtodeeplearning

Lab Materials for MIT 6.S191: Introduction to Deep Learning

Score
97
โ˜… 8.7k โ‘‚ 4.5k +3/day
Jupyter Notebook
google
google
trax

Trax โ€” Deep Learning with Clear Code and Speed

Score
80
โ˜… 8.3k โ‘‚ 820 โ€”
Python
yenchenlin
yenchenlin
DeepLearningFlappyBird

Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).

Score
53
โ˜… 6.8k โ‘‚ 2.1k โ€”
Python
yandexdataschool
yandexdataschool
Practical_RL

A course in reinforcement learning in the wild

Score
96
โ˜… 6.5k โ‘‚ 1.8k +4/day
Jupyter Notebook
huggingface
huggingface
deep-rl-class

This repo contains the Hugging Face Deep Reinforcement Learning Course.

Score
95
โ˜… 4.9k โ‘‚ 799 +5/day
MDX
andri27-ts
andri27-ts
Reinforcement-Learning

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

Score
81
โ˜… 4.7k โ‘‚ 669 โ€”
Jupyter Notebook
sweetice
sweetice
Deep-reinforcement-learning-with-pytorch

PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

Score
83
โ˜… 4.6k โ‘‚ 897 +2/day
Python
LLMBook-zh
LLMBook-zh
LLMBook-zh.github.io

ใ€Šๅคง่ฏญ่จ€ๆจกๅž‹ใ€‹ไฝœ่€…๏ผš่ตต้‘ซ๏ผŒๆŽๅ†›ๆฏ…๏ผŒๅ‘จๆ˜†๏ผŒๅ”ๅคฉไธ€๏ผŒๆ–‡็ปง่ฃ

Score
87
โ˜… 4.5k โ‘‚ 340 +7/day
Python
opendilab
opendilab
awesome-RLHF

A curated list of reinforcement learning with human feedback resources (continually updated)

Score
93
โ˜… 4.4k โ‘‚ 254 +1/day
ikostrikov
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).

Score
80
โ˜… 3.9k โ‘‚ 843 โ€”
Python
simoninithomas
simoninithomas
Deep_reinforcement_learning_Course

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

Score
82
โ˜… 3.9k โ‘‚ 1.2k โ€”
Jupyter Notebook
rlcode
rlcode
reinforcement-learning

Minimal and Clean Reinforcement Learning Examples

Score
94
โ˜… 3.6k โ‘‚ 737 โ€”
Python
XinJingHao
XinJingHao
DRL-Pytorch

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

Score
79
โ˜… 3.4k โ‘‚ 387 +2/day
Python
seungeunrho
seungeunrho
minimalRL

Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

Score
79
โ˜… 3.2k โ‘‚ 493 +1/day
Python
LeelaChessZero
LeelaChessZero
lc0

Open source neural network chess engine with GPU acceleration and broad hardware support.

Score
93
โ˜… 3.1k โ‘‚ 599 +4/day
C++
facebookresearch
facebookresearch
habitat-lab

A modular high-level library to train embodied AI agents across a variety of tasks and environments.

Score
87
โ˜… 3.0k โ‘‚ 679 +5/day
Python
werner-duvaud
werner-duvaud
muzero-general

MuZero

Score
47
โ˜… 2.8k โ‘‚ 671 โ€”
Python
aleju
aleju
papers

Summaries of machine learning papers

Score
76
โ˜… 2.5k โ‘‚ 434 โ€”
nikhilbarhate99
nikhilbarhate99
PPO-PyTorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

Score
75
โ˜… 2.4k โ‘‚ 423 โ€”
Python
alessiodm
alessiodm
drl-zh

Deep Reinforcement Learning: Zero to Hero!

Score
91
โ˜… 2.3k โ‘‚ 112 โ€”
Jupyter Notebook
cbailes
cbailes
awesome-deep-trading

List of awesome resources for machine learning-based algorithmic trading

Score
89
โ˜… 2.0k โ‘‚ 355 +2/day
AI4Finance-Foundation
AI4Finance-Foundation
FinRL-Meta

FinRLยญยฎ-Meta: Dynamic datasets and market environments for FinRL.

Score
94
โ˜… 1.9k โ‘‚ 750 +2/day
Python
lexfridman
lexfridman
deeptraffic

DeepTraffic is a deep reinforcement learning competition, part of the MIT Deep Learning series.

Score
72
โ˜… 1.8k โ‘‚ 279 โ€”
JavaScript
chynl
chynl
snake

Playing the game of snake with AI.

Score
92
โ˜… 1.8k โ‘‚ 558 โ€”
Python
mbadry1
mbadry1
Top-Deep-Learning

Top 200 deep learning Github repositories sorted by the number of stars.

Score
73
โ˜… 1.8k โ‘‚ 438 โ€”
Python
Kaixhin
Kaixhin
Rainbow

Rainbow: Combining Improvements in Deep Reinforcement Learning

Score
71
โ˜… 1.7k โ‘‚ 294 โ€”
Python
takuseno
takuseno
d3rlpy

An offline deep reinforcement learning library

Score
77
โ˜… 1.7k โ‘‚ 266 +2/day
Python
pathak22
pathak22
noreward-rl

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

Score
70
โ˜… 1.5k โ‘‚ 304 โ€”
Python
rail-berkeley
rail-berkeley
softlearning

Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

Score
69
โ˜… 1.4k โ‘‚ 248 โ€”
Python
opendilab
opendilab
DI-star

An artificial intelligence platform for the StarCraft II with large-scale distributed training and grand-master agents.

Score
66
โ˜… 1.4k โ‘‚ 125 โ€”
Python
ikostrikov
ikostrikov
pytorch-a3c

PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

Score
68
โ˜… 1.3k โ‘‚ 282 โ€”
Python
reiniscimurs
reiniscimurs
DRL-robot-navigation

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.

Score
86
โ˜… 1.3k โ‘‚ 194 +1/day
Python
keon
keon
deep-q-learning

Minimal Deep Q Learning (DQN & DDQN) implementations in Keras

Score
90
โ˜… 1.3k โ‘‚ 455 โ€”
Python
andyzeng
andyzeng
visual-pushing-grasping

Train robotic agents to learn to plan pushing and grasping actions for manipulation with deep reinforcement learning.

Score
67
โ˜… 1.1k โ‘‚ 328 +2/day
Python
qfettes
qfettes
DeepRL-Tutorials

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Score
33
โ˜… 1.1k โ‘‚ 326 โ€”
Jupyter Notebook
ntasfi
ntasfi
PyGame-Learning-Environment

PyGame Learning Environment (PLE) -- Reinforcement Learning Environment in Python.

Score
65
โ˜… 1.1k โ‘‚ 229 โ€”
Python
mimoralea
mimoralea
gdrl

Grokking Deep Reinforcement Learning

Score
100
โ˜… 1.0k โ‘‚ 279 +2/day
Jupyter Notebook
sadighian
sadighian
crypto-rl

Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

Score
20
โ˜… 965 โ‘‚ 239 โ€”
Python
stanfordnmbl
stanfordnmbl
osim-rl

Reinforcement learning environments with musculoskeletal models

Score
27
โ˜… 944 โ‘‚ 250 โ€”
Python
pranz24
pranz24
pytorch-soft-actor-critic

PyTorch implementation of soft actor critic

Score
13
โ˜… 944 โ‘‚ 190 โ€”
Python
StanfordVL
StanfordVL
GibsonEnv

Gibson Environments: Real-World Perception for Embodied Agents

Score
61
โ˜… 942 โ‘‚ 150 โ€”
C
MushroomRL
MushroomRL
mushroom-rl

Python library for Reinforcement Learning.

Score
67
โ˜… 937 โ‘‚ 162 +1/day
Python
AgileRL
AgileRL
AgileRL

Streamlining reinforcement learning with RLOps. State-of-the-art RL algorithms and tools, with 10x faster training through evolutionary hyperparameter optimization.

Score
60
โ˜… 933 โ‘‚ 76 +2/day
Python
deepdrive
deepdrive
deepdrive

Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

Score
7
โ˜… 924 โ‘‚ 150 โ€”
Python
devendrachaplot
devendrachaplot
Neural-SLAM

Pytorch code for ICLR-20 Paper "Learning to Explore using Active Neural SLAM"

Score
56
โ˜… 850 โ‘‚ 154 โ€”
Python
jingweiz
jingweiz
pytorch-rl

Deep Reinforcement Learning with pytorch & visdom

Score
53
โ˜… 802 โ‘‚ 144 โ€”
Python
omerbsezer
omerbsezer
Reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

Score
58
โ˜… 800 โ‘‚ 190 โ€”
Jupyter Notebook
samre12
samre12
deep-trading-agent

Deep Reinforcement Learning based Trading Agent for Bitcoin

Score
83
โ˜… 795 โ‘‚ 204 โ€”
Python
ikostrikov
ikostrikov
jaxrl

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

Score
50
โ˜… 756 โ‘‚ 75 โ€”
Jupyter Notebook
chris-chris
chris-chris
pysc2-examples

StarCraft II - pysc2 Deep Reinforcement Learning Examples

Score
64
โ˜… 755 โ‘‚ 348 โ€”
Python
wagamamaz
wagamamaz
tensorflow-tutorial

TensorFlow and Deep Learning Tutorials

Score
55
โ˜… 729 โ‘‚ 207 โ€”
Related Topics
#deep-learning#reinforcement-learning#machine-learning#pytorch#artificial-intelligence#actor-critic#ppo#computer-vision#tensorflow#dqn#ai#a2c

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