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The Top 540 Ddpg Open Source Projects

Reinforcement Learning With Tensorflow ⭐ 7,469
Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学
most recent commit 2 months ago
Easy Rl ⭐ 5,323
强化学习中文教程（蘑菇书），在线阅读地址：https://datawhalechina.github
most recent commit 15 days ago
Tianshou ⭐ 5,111
An elegant PyTorch deep reinforcement learning library.
dependent packages 4total releases 29most recent commit 14 hours agopypi tianshou} Downloads
Deep Reinforcement Learning ⭐ 4,217
Repo for the Deep Reinforcement Learning Nanodegree program
most recent commit 3 months ago
Deeprl ⭐ 2,734
Modularized Implementation of Deep RL Algorithms in PyTorch
most recent commit 5 months ago
Rl Adventure 2 ⭐ 2,484
PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay
most recent commit a year ago
Elegantrl ⭐ 2,323
Cloud-native Deep Reinforcement Learning. 🔥
dependent packages 1total releases 3most recent commit 4 days agopypi elegantrl} Downloads
Minimalrl ⭐ 1,944
Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
most recent commit a year ago
Rl Baselines3 Zoo ⭐ 879
A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.
most recent commit 3 days ago
Td3 ⭐ 810
Author's PyTorch implementation of TD3 for OpenAI gym tasks
most recent commit a year ago
Rl Baselines Zoo ⭐ 809
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
most recent commit 2 years ago
Mushroom Rl ⭐ 607
Python library for Reinforcement Learning.
dependent packages 3total releases 15most recent commit a month agopypi mushroom-rl} Downloads
Ddpg Keras Torcs ⭐ 595
Using Keras and Deep Deterministic Policy Gradient to play TORCS
most recent commit 5 years ago
Autonomous Learning Library ⭐ 569
A PyTorch library for building deep reinforcement learning agents.
total releases 14most recent commit a month ago
Rl_algorithms ⭐ 459
Structural implementation of RL key algorithms
most recent commit 21 days ago
Deep Rl Keras ⭐ 436
Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)
most recent commit 2 years ago
Ddpg ⭐ 425
Reimplementation of DDPG(Continuous Control with Deep Reinforcement Learning) based on OpenAI Gym + Tensorflow
most recent commit 3 years ago
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)
most recent commit 2 years ago
Huskarl ⭐ 403
Deep Reinforcement Learning Framework + Algorithms
total releases 3most recent commit 3 years ago
Deep_rl ⭐ 372
PyTorch implementations of deep reinforcement learning algorithms
most recent commit a year ago
Lagom ⭐ 365
lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.
most recent commit 3 years ago
Pytorch Rl ⭐ 356
This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch
total releases 2most recent commit 3 years ago
Rls ⭐ 330
Reinforcement Learning Algorithms Based on PyTorch
most recent commit a year ago
Openai_lab ⭐ 314
An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
most recent commit 5 years ago
Recnn ⭐ 313
Reinforced Recommendation toolkit build around pytorch 1.7
most recent commit 2 years ago
Deep Rl ⭐ 270
Collection of Deep Reinforcement Learning algorithms
most recent commit 4 years ago
Pytorch Ddpg Naf ⭐ 263
Implementation of algorithms for continuous control (DDPG and NAF).
most recent commit 2 years ago
Machine Learning Is All You Need ⭐ 253
🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!
most recent commit 5 months ago
Rlcycle ⭐ 242
A library for ready-made reinforcement learning agents and reusable components for neat prototyping
most recent commit 3 months ago
Pytorch Drl ⭐ 241
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
most recent commit 5 years ago
Rocket Lander ⭐ 236
SpaceX Falcon 9 Box2D continuous-action simulation with traditional and AI controllers.
most recent commit 5 years ago
Deep Reinforcement Learning Algorithms ⭐ 235
32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.
most recent commit a year ago
Stable Baselines ⭐ 221
Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms
most recent commit a month ago
Pytorch Actorcriticrl ⭐ 221
PyTorch implementation of DDPG algorithm for continuous action reinforcement learning problem.
most recent commit 5 years ago
Ddpg Aigym ⭐ 220
Continuous control with deep reinforcement learning - Deep Deterministic Policy Gradient (DDPG) algorithm implemented in OpenAI Gym environments
most recent commit 5 years ago
Train Robot Arm From Scratch ⭐ 208
Build environment and train a robot arm from scratch (Reinforcement Learning)
most recent commit 2 years ago
Pytorch Ddpg ⭐ 207
Implementation of the Deep Deterministic Policy Gradient (DDPG) using PyTorch
most recent commit 4 years ago
Icnn ⭐ 207
Input Convex Neural Networks
most recent commit 4 years ago
Machin ⭐ 206
Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...
total releases 7most recent commit a year ago
Hindsight Experience Replay ⭐ 201
This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.
most recent commit 10 months ago
Ddpg ⭐ 198
Implementation of Deep Deterministic Policy Gradients using TensorFlow and OpenAI Gym
most recent commit 5 years ago
Alf ⭐ 195
Agent Learning Framework https://alf.readthedocs.io
most recent commit 6 days ago
Tf2 Rl ⭐ 178
Reinforcement learning algorithms implemented for Tensorflow 2.0+ [DQN, DDPG, AE-DDPG, SAC, PPO, Primal-Dual DDPG]
most recent commit 9 days ago
Deeprl Tensorflow2 ⭐ 139
🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2
most recent commit 2 years ago
Reinforcement_learning ⭐ 137
Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.
most recent commit 3 years ago
Deepreinforcementlearningthatmatters ⭐ 137
Accompanying code for "Deep Reinforcement Learning that Matters"
most recent commit 5 years ago
Mindmaker ⭐ 135
MindMaker UE4 Machine Learning Toolkit
most recent commit 21 days ago
Torchrl ⭐ 127
Pytorch Implementation of Reinforcement Learning Algorithms ( Soft Actor Critic(SAC)/ DDPG / TD3 /DQN / A2C/ PPO / TRPO)
most recent commit 7 months ago
Paddle Rlbooks ⭐ 108
Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.
most recent commit a year ago
Sumolights ⭐ 104
SUMO adaptive traffic signal control - DQN, DDPG, Webster's, Max-pressure, Self-Organizing Traffic Lights
most recent commit 8 months ago
Deep Reinforcement Learning In Large Discrete Action Spaces ⭐ 102
Implementation of the algorithm in Python 3, TensorFlow and OpenAI Gym
most recent commit 5 years ago
Reinforcement Learning ⭐ 95
🤖 Implements of Reinforcement Learning algorithms.
most recent commit 5 years ago
Deep Reinforcement Learning With Python ⭐ 94
Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math
most recent commit 2 years ago
Reinforce_py ⭐ 91
Reinforcement Learning in Python
most recent commit 3 years ago
A Deep Rl Approach For Sdn Routing Optimization ⭐ 90
A Deep-Reinforcement Learning Approach for Software-Defined Networking Routing Optimization
most recent commit 5 years ago
Openaigym ⭐ 86
Solving OpenAI Gym problems.
most recent commit 2 years ago
Reinforcement Learning Wechat Jump ⭐ 85
Reinforcement Learning for WeChat Jump
most recent commit 3 years ago
Mrl ⭐ 84
most recent commit 3 months ago
Run Skeleton Run ⭐ 81
Reason8.ai PyTorch solution for NIPS RL 2017 challenge
most recent commit 3 years ago
Mujoco Benchmark ⭐ 78
Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library
most recent commit a year ago
Pytorch Distributed ⭐ 74
Ape-X DQN & DDPG with pytorch & tensorboard
most recent commit 3 years ago
Learning To Drive In A Day ⭐ 72
Implementation of reinforcement learning approach to make a car learn to drive
most recent commit 3 years ago
Airsimdrl ⭐ 68
Autonomous UAV Navigation without Collision using Visual Information in Airsim
most recent commit 3 months ago
Ddpg_biped ⭐ 63
Repository for Planar Bipedal walking robot in Gazebo environment using Deep Deterministic Policy Gradient(DDPG) using TensorFlow.
most recent commit 3 years ago
Stateadvdrl ⭐ 63
[NeurIPS 2020, Spotlight] Code for "Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations"
most recent commit a year ago
Benchmark ⭐ 61
most recent commit 9 days ago
Dqn_ddqn_dueling_and_ddpg_tensorflow ⭐ 57
Tensorflow + OpenAI Gym implementation of Deep Q-Network (DQN), Double DQN (DDQN), Dueling Network and Deep Deterministic Policy Gradient (DDPG)
most recent commit 6 years ago
Ddpg ⭐ 57
Implementation of DDPG (Modified from the work of Patrick Emami) - Tensorflow (no TFLearn dependency), Ornstein Uhlenbeck noise function, reward discounting, works on discrete & continuous action spaces
most recent commit 5 years ago
Drl Rec ⭐ 57
Deep reinforcement learning for recommendation system
most recent commit 3 years ago
Motion Planner Reinforcement Learning ⭐ 57
End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo
most recent commit 2 years ago
Learning2run ⭐ 53
Our NIPS 2017: Learning to Run source code
most recent commit 3 years ago
Model Free Algorithms ⭐ 52
TD3, SAC, IQN, Rainbow, PPO, Ape-X and etc. in TF1.x
most recent commit 2 years ago
Cartpoleplusplus ⭐ 49
3d cartpole gym env using bullet physics trained from pixels with tensorflow LRPG, DDPG & NAF
most recent commit 6 years ago
Reinforcementlearning ⭐ 48
Reinforcing Your Learning of Reinforcement Learning
most recent commit 3 years ago
Drl Energy Management ⭐ 48
Deep reinforcement learning based energy management strategy for hybrid electric vehicle
most recent commit 8 months ago
Td3 Pytorch Bipedalwalker V2 ⭐ 47
Twin Delayed DDPG (TD3) PyTorch solution for Roboschool and Box2d environment
most recent commit 3 years ago
Reinforcementlearningzoo.jl ⭐ 45
most recent commit a year ago
Rainbow_ddpg ⭐ 43
most recent commit 3 years ago
Rl_bootcamp ⭐ 41
Repository for slides & codes of RL Korea Bootcamp
most recent commit 3 years ago
Resources Allocation In The Edge Computing Environment Using Reinforcement Learning ⭐ 41
Simulated the scenario between edge servers and users with a clear graphic interface. Also, implemented the continuous control with Deep Deterministic Policy Gradient (DDPG) to determine the resources allocation (offload targets, computational resources, migration bandwidth) in the edge servers
most recent commit 2 years ago
Unity_ml_agents ⭐ 38
Unity ML-agents Project Repository of RLKorea
most recent commit 3 years ago
Nips_rl ⭐ 38
Code for NIPS 2017 learning to run challenge
most recent commit 5 years ago
Commnet Bicnet ⭐ 37
CommNet and BiCnet implementation in tensorflow
most recent commit 4 years ago
Ddpg ⭐ 36
reimplementation of the ddpg algorithm using tensorflow
most recent commit 6 years ago
Policy Gradient Methods ⭐ 35
Implementation of Algorithms from the Policy Gradient Family. Currently includes: A2C, A3C, DDPG, TD3, SAC
most recent commit 3 years ago
Pytorch Gym ⭐ 35
Implementation of the Deep Deterministic Policy Gradient(DDPG) in bullet Gym using pytorch
most recent commit 5 years ago
Wolpertinger_ddpg ⭐ 34
Wolpertinger Training with DDPG (Pytorch), Deep Reinforcement Learning in Large Discrete Action Spaces. Multi-GPU/Singer-GPU/CPU compatible.
most recent commit a year ago
Rlsscontinuouscontroltutorial ⭐ 34
Tutorial on continuous control at Reinforcement Learning Summer School 2017.
most recent commit 5 years ago
Drl_algorithm_library ⭐ 33
This is a reinforcement learning algorithm library. The code takes into account both performance and simplicity, with little dependence.
most recent commit 4 months ago
Rl_carla ⭐ 32
Use Reinforcement Learning to train an autonomous driving agent in CARLA Simulator
most recent commit 3 years ago
Turtlebot3_ddpg_collision_avoidance ⭐ 31
Mapless Collision Avoidance of Turtlebot3 Mobile Robot Using DDPG and Prioritized Experience Replay
most recent commit 5 months ago
Deep_rl_acrobot ⭐ 30
TensorFlow A2C to solve Acrobot, with synchronized parallel environments
most recent commit 4 years ago
Drlkit ⭐ 29
A High Level Python Deep Reinforcement Learning library. Great for beginners, prototyping and quickly comparing algorithms
total releases 17most recent commit a year ago
Pyrl ⭐ 29
PyRL - Reinforcement Learning Framework in Pytorch (Policy Gradient, DQN, DDPG, TD3, PPO, SAC, etc.)
most recent commit 6 months ago
Geppg ⭐ 29
most recent commit 4 years ago
Ddpg Pytorch ⭐ 28
PyTorch implementation of DDPG for continuous control tasks.
most recent commit 3 years ago
Deep Rl Agents ⭐ 28
most recent commit 3 years ago
Startrader ⭐ 28
This program trains an agent: StarTrader to trade like a human using a deep reinforcement learning algorithm: deep deterministic policy gradient (DDPG) learning algorithm.
most recent commit 3 years ago
Rainy ⭐ 28
☔️ Deep RL agents with PyTorch☔️
total releases 12most recent commit a year ago
Apex ⭐ 27
A continuous deep reinforcement learning framework for robotics
most recent commit a year ago
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