Awesome Open Source

Programming Languages

Search results for deep reinforcement learning

deep-reinforcement-learning x

760 search results found

Ml From Scratch ⭐ 23,095

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.

Airsim ⭐ 15,865

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

Ml Agents ⭐ 15,707

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 Drizzle ⭐ 10,767

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

Carla ⭐ 10,122

Open-source simulator for autonomous driving research.

Mit Deep Learning ⭐ 9,897

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

Finrl ⭐ 9,160

FinRL: Financial Reinforcement Learning. 🔥

Trax — Deep Learning with Clear Code and Speed

Easy Rl ⭐ 7,643

强化学习中文教程（蘑菇书），在线阅读地址：https://datawhalechina.github

Introtodeeplearning ⭐ 6,826

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

Pwnagotchi ⭐ 6,783

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

Deeplearningflappybird ⭐ 6,589

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

Practical_rl ⭐ 5,572

A course in reinforcement learning in the wild

Deep Reinforcement Learning ⭐ 4,635

Repo for the Deep Reinforcement Learning Nanodegree program

Reinforcement Learning ⭐ 4,097

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

Cleanrl ⭐ 3,947

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

Deep_reinforcement_learning_course ⭐ 3,581

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

Deep Rl Class ⭐ 3,459

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

Pytorch A2c Ppo Acktr Gail ⭐ 3,450

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).

Tensorforce ⭐ 3,282

Tensorforce: a TensorFlow library for applied reinforcement learning

Reinforcement Learning ⭐ 3,119

Minimal and Clean Reinforcement Learning Examples

Deeprl ⭐ 2,834

Modularized Implementation of Deep RL Algorithms in PyTorch

Deep Reinforcement Learning With Pytorch ⭐ 2,741

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

Minimalrl ⭐ 2,417

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

Awesome Rlhf ⭐ 2,376

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

Rlcard ⭐ 2,260

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

Awesome System For Machine Learning ⭐ 2,244

A curated list of research in machine learning systems (MLSys). Paper notes are also provided.

Papers ⭐ 2,239

Summaries of machine learning papers

Muzero General ⭐ 2,203

Ppoxfamily ⭐ 1,979

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）

Finrl Trading ⭐ 1,892

For trading. Please star.

Deeptraffic ⭐ 1,684

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

Habitat Lab ⭐ 1,670

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

Rl Baselines3 Zoo ⭐ 1,640

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

Snake ⭐ 1,596

Artificial intelligence for the Snake game.

Deep Rl Tensorflow ⭐ 1,505

TensorFlow implementation of Deep Reinforcement Learning papers

Top Deep Learning ⭐ 1,437

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

Di Star ⭐ 1,391

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

Noreward Rl ⭐ 1,315

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

Marl Algorithms ⭐ 1,298

Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

Rainbow ⭐ 1,272

Rainbow: Combining Improvements in Deep Reinforcement Learning

Ppo Pytorch ⭐ 1,270

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

Awesome Deep Rl ⭐ 1,225

For deep RL and the future of AI.

D3rlpy ⭐ 1,149

An offline deep reinforcement learning library

Softlearning ⭐ 1,108

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

Slm Lab ⭐ 1,052

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

Finrl Meta ⭐ 1,049

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

Ai Economist ⭐ 1,022

Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).

Deep Q Learning ⭐ 894

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

Deepdrive ⭐ 845

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

Omnisafe ⭐ 831

OmniSafe is an infrastructural framework for accelerating SafeRL research.

Scalable, event-driven, deep-learning-friendly backtesting library

Gibsonenv ⭐ 814

Gibson Environments: Real-World Perception for Embodied Agents

Awesome Deep Trading ⭐ 799

List of awesome resources for machine learning-based algorithmic trading

Rl Book ⭐ 794

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

Pytorch A3c ⭐ 768

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

Mushroom Rl ⭐ 765

Python library for Reinforcement Learning.

Tensorflow Tutorial ⭐ 751

TensorFlow and Deep Learning Tutorials

Pygame Learning Environment ⭐ 727

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

Deeprl Tutorials ⭐ 726

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

Pysc2 Examples ⭐ 721

StarCraft II - pysc2 Deep Reinforcement Learning Examples

Pytorch Rl ⭐ 703

Deep Reinforcement Learning with pytorch & visdom

Osim Rl ⭐ 695

Reinforcement learning environments with musculoskeletal models

Gym Gazebo ⭐ 673

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

Deep Learning Guide ⭐ 669

An evolving guide to learning Deep Learning effectively.

Pytorch Rl ⭐ 638

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

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

Marllib ⭐ 611

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

Hands On Reinforcement Learning With Python ⭐ 596

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

Neural Slam ⭐ 592

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

Dissecting Reinforcement Learning ⭐ 585

Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog

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

A Comprehensive Reinforcement Learning Zoo for Simple Usage 🚀

Animalai Olympics ⭐ 552

Code repository for the Animal AI Olympics competition

Mario Ai ⭐ 549

Playing Mario with Deep Reinforcement Learning

Sumo Rl ⭐ 545

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

Reinforcementlearning.jl ⭐ 538

A reinforcement learning package for Julia

Rl_a3c_pytorch ⭐ 535

A3C LSTM Atari with Pytorch plus A3G design

Phillip ⭐ 521

The SSBM "Phillip" AI.

Deep Trading Agent ⭐ 514

Deep Reinforcement Learning based Trading Agent for Bitcoin

Crypto Rl ⭐ 497

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

Cadrl_ros ⭐ 492

ROS package for dynamic obstacle avoidance for ground robots trained with deep RL

Deep Reinforcement Learning Algorithms With Pytorch ⭐ 484

Clean, Robust, and Unified PyTorch implementation of popular DRL Algorithms (Q-learning, Duel DDQN, PER, C51, PPO, DDPG, TD3, SAC, ASL)

DEEp Reinforcement learning framework

Tensorflow Reinforce ⭐ 477

Implementations of Reinforcement Learning Models in Tensorflow

Awesome Deep Rl ⭐ 477

A curated list of awesome Deep Reinforcement Learning resources.

Purejaxrl ⭐ 460

Really Fast End-to-End Jax RL Implementations

Agilerl ⭐ 457

Streamlining reinforcement learning with RLOps

Trending Deep Learning ⭐ 449

Top 100 trending deep learning repositories sorted by the number of stars gained on a specific day.

Awesome Diffusion Model In Rl ⭐ 437

A curated list of Diffusion Model in RL resources (continually updated)

Grokking Deep Reinforcement Learning

Rl Portfolio Management ⭐ 417

Attempting to replicate "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem" https://arxiv.org/abs/1706.10059 (and an openai gym environment)

Pytorch Soft Actor Critic ⭐ 414

PyTorch implementation of soft actor critic

TensorFlow2 Reinforcement Learning

Reinforcement Learning Algorithms ⭐ 407

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)

Detection 2016 Nipsws ⭐ 393

Hierarchical Object Detection with Deep Reinforcement Learning

Pytorch Drl ⭐ 387

PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.

Visual Pushing Grasping ⭐ 383

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

Pytorch Dqn ⭐ 381

Deep Q-Learning Network in pytorch (not actively maintained)

Tf_chatbot_seq2seq_antilm ⭐ 373

Seq2seq chatbot with attention and anti-language model to suppress generic response, option for further improve by deep reinforcement learning.

1-100 of 760 search results

Privacy | About | Terms | Follow Us On Twitter

Copyright 2018-2024 Awesome Open Source. All rights reserved.