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Projects in Awesome Lists tagged with deep-reinforcement-learning

A curated list of projects in awesome lists tagged with deep-reinforcement-learning .

https://github.com/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

Last synced: 29 Sep 2024

https://github.com/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

Last synced: 30 Jul 2024

https://github.com/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

Last synced: 31 Jul 2024

https://github.com/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

Last synced: 28 Sep 2024

https://github.com/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/

a3c ddpg deep-reinforcement-learning double-dqn dqn dueling-dqn easy-rl imitation-learning policy-gradient ppo q-learning reinforcement-learning sarsa td3

Last synced: 30 Sep 2024

https://github.com/evilsocket/pwnagotchi

(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

ai bettercap deep-learning deep-neural-network deep-reinforcement-learning handshakes wpa-psk

Last synced: 01 Oct 2024

https://github.com/yenchenlin/deeplearningflappybird

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

deep-learning deep-reinforcement-learning game

Last synced: 30 Sep 2024

https://github.com/yenchenlin/DeepLearningFlappyBird

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

deep-learning deep-reinforcement-learning game

Last synced: 02 Aug 2024

https://github.com/vwxyzjn/cleanrl

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

a2c actor-critic advantage-actor-critic ale atari deep-learning deep-reinforcement-learning gym machine-learning phasic-policy-gradient ppo proximal-policy-optimization python pytorch reinforcement-learning wandb

Last synced: 27 Sep 2024

https://github.com/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

Last synced: 30 Sep 2024

https://github.com/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

Last synced: 31 Jul 2024

https://github.com/huggingface/deep-rl-class

This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

deep-learning deep-reinforcement-learning reinforcement-learning reinforcement-learning-excercises

Last synced: 30 Sep 2024

https://github.com/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).

a2c acktr actor-critic advantage-actor-critic ale atari continuous-control deep-learning deep-reinforcement-learning hessian kfac kronecker-factored-approximation mujoco natural-gradients ppo proximal-policy-optimization pytorch reinforcement-learning roboschool second-order

Last synced: 30 Sep 2024

https://github.com/tensorforce/tensorforce

Tensorforce: a TensorFlow library for applied reinforcement learning

control deep-reinforcement-learning reinforcement-learning system-control tensorflow tensorflow-library tensorforce

Last synced: 30 Sep 2024

https://github.com/reinforceio/tensorforce

Tensorforce: a TensorFlow library for applied reinforcement learning

control deep-reinforcement-learning reinforcement-learning system-control tensorflow tensorflow-library tensorforce

Last synced: 01 Aug 2024

https://github.com/seungeunrho/minimalrl

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

a2c a3c acer ddpg deep-learning deep-reinforcement-learning dqn machine-learning policy-gradients ppo pytorch reinforce reinforcement-learning sac simple

Last synced: 30 Sep 2024

https://github.com/datamllab/rlcard

Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

ai blackjack card-game card-games deep-reinforcement-learning doudizhu game game-ai game-bot gym-environment mahjong multi-agent openai-gym poker poker-game reinforcement-learning texas uno

Last synced: 01 Oct 2024

https://github.com/seungeunrho/minimalRL

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

a2c a3c acer ddpg deep-learning deep-reinforcement-learning dqn machine-learning policy-gradients ppo pytorch reinforce reinforcement-learning sac simple

Last synced: 01 Aug 2024

https://github.com/dlr-rm/rl-baselines3-zoo

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

deep-reinforcement-learning gym hyperparameter-optimization hyperparameter-search hyperparameter-tuning lab openai optimization pybullet pybullet-environments pytorch reinforcement-learning rl robotics sde stable-baselines tuning-hyperparameters

Last synced: 30 Sep 2024

https://github.com/DLR-RM/rl-baselines3-zoo

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

deep-reinforcement-learning gym hyperparameter-optimization hyperparameter-search hyperparameter-tuning lab openai optimization pybullet pybullet-environments pytorch reinforcement-learning rl robotics sde stable-baselines tuning-hyperparameters

Last synced: 02 Aug 2024

https://github.com/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 deep-reinforcement-learning python reinforcement-learning

Last synced: 30 Sep 2024

https://github.com/facebookresearch/habitat-lab

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

ai computer-vision deep-learning deep-reinforcement-learning python reinforcement-learning research robotics sim2real simulator

Last synced: 25 Sep 2024

https://github.com/lexfridman/deeptraffic

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

convnetjs deep-learning deep-reinforcement-learning deep-rl machine-learning mit self-driving-cars tensorflow

Last synced: 30 Sep 2024

https://github.com/carpedm20/deep-rl-tensorflow

TensorFlow implementation of Deep Reinforcement Learning papers

deep-reinforcement-learning dqn tensorflow

Last synced: 30 Sep 2024

https://github.com/Kaixhin/Rainbow

Rainbow: Combining Improvements in Deep Reinforcement Learning

deep-learning deep-reinforcement-learning

Last synced: 02 Aug 2024

https://github.com/pathak22/noreward-rl

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

curiosity deep-learning deep-neural-networks deep-reinforcement-learning doom exploration mario openai-gym rl self-supervised tensorflow

Last synced: 30 Sep 2024

https://github.com/takuseno/d3rlpy

An offline deep reinforcement learning library

deep-learning deep-reinforcement-learning offline-rl pytorch

Last synced: 01 Oct 2024

https://github.com/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

Last synced: 26 Sep 2024

https://github.com/kengz/slm-lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

a2c a3c benchmark deep-reinforcement-learning dqn policy-gradient ppo pytorch reinforcement-learning sac

Last synced: 25 Sep 2024

https://github.com/kengz/SLM-Lab

Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

a2c a3c benchmark deep-reinforcement-learning dqn policy-gradient ppo pytorch reinforcement-learning sac

Last synced: 01 Aug 2024

https://github.com/opendilab/di-star

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

artificial-intelligence deep-learning deep-reinforcement-learning league reinforcment-learning self-play starcraft2

Last synced: 30 Sep 2024

https://github.com/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.

deep-learning deep-neural-networks deep-reinforcement-learning machine-learning reinforcement-learning soft-actor-critic

Last synced: 30 Sep 2024

https://github.com/opendilab/DI-star

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

artificial-intelligence deep-learning deep-reinforcement-learning league reinforcment-learning self-play starcraft2

Last synced: 03 Aug 2024

https://github.com/khrylx/pytorch-rl

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 30 Sep 2024

https://github.com/Khrylx/PyTorch-RL

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 02 Aug 2024

https://github.com/paulescu/hands-on-rl

Free course that takes you from zero to Reinforcement Learning PRO 🦸🏻‍🦸🏽

deep-reinforcement-learning reinforcement-learning

Last synced: 30 Sep 2024

https://github.com/ntasfi/PyGame-Learning-Environment

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

agent ai artificial-intelligence deep-reinforcement-learning game machine-learning pygame python reinforcement-learning research

Last synced: 30 Jul 2024

https://github.com/Paulescu/hands-on-rl

Free course that takes you from zero to Reinforcement Learning PRO 🦸🏻‍🦸🏽

deep-reinforcement-learning reinforcement-learning

Last synced: 03 Aug 2024

https://github.com/andyzeng/visual-pushing-grasping

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

3d artificial-intelligence computer-vision deep-learning deep-reinforcement-learning grasping manipulation pushing robotics vision

Last synced: 02 Aug 2024

https://github.com/ZhiqingXiao/rl-book

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

deep-reinforcement-learning gym openai-gym python pytorch reinforcement-learning tensorflow tensorflow2

Last synced: 01 Aug 2024

https://github.com/erlerobot/gym-gazebo

Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version

deep-reinforcement-learning drl gazebo openai-gym reinforcement-learning rl robotics ros

Last synced: 02 Aug 2024

https://github.com/Replicable-MARL/MARLlib

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

deep-reinforcement-learning multi-agent-reinforcement-learning pytorch ray rllib

Last synced: 31 Jul 2024

https://github.com/devendrachaplot/Neural-SLAM

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

active-neural-slam deep-learning deep-reinforcement-learning deep-rl exploration navigation neural-slam robotics visual-navigation

Last synced: 01 Aug 2024

https://github.com/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..

a3c actor-critic deep-reinforcement-learning dyna dynamic-programming imitation-learning machine-learning meta-learning policy-gradient pomdps q-learning reinforcement-learning sarsa td-learning tutorial

Last synced: 07 Aug 2024

https://github.com/TianhongDai/reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

a2c actor-critic algorithm atari2600 ddpg deep-learning deep-reinforcement-learning dqn dueling-dqn flappy-bird ppo proximal-policy-optimization pytorch sac soft-actor-critic trpo trust-region-policy-optimization

Last synced: 07 Aug 2024

https://github.com/PKU-MARL/DexterousHands

This is a library that provides dual dexterous hand manipulation tasks through Isaac Gym

deep-reinforcement-learning dexterous-robotic-hand reinforcement-learning

Last synced: 01 Aug 2024

https://github.com/beyretb/AnimalAI-Olympics

Code repository for the Animal AI Olympics competition

ai cognition competition deep-learning deep-reinforcement-learning reinforcement-learning

Last synced: 01 Aug 2024