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The Top 196 Ddpg Open Source Projects on Github

Reinforcement Learning With Tensorflow ⭐ 5,721
Simple Reinforcement learning tutorials
Tianshou ⭐ 4,011
An elegant PyTorch deep reinforcement learning library.
Deep Reinforcement Learning ⭐ 3,976
Repo for the Deep Reinforcement Learning Nanodegree program
Easy Rl ⭐ 2,913
强化学习中文教程，在线阅读地址：https://datawhalechina.github.io/easy-rl/
Deeprl ⭐ 2,454
Modularized Implementation of Deep RL Algorithms in PyTorch
Minimalrl ⭐ 1,944
Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
Elegantrl ⭐ 1,445
Lightweight and scalable deep reinforcement learning using PyTorch. Please star. 🔥
Deep Reinforcement Learning For Automated Stock Trading Ensemble Strategy Icaif 2020 ⭐ 800
Deep Reinforcement Learning for Automated Stock Trading: An Ensemble Strategy. ICAIF 2020. Please star.
Mushroom Rl ⭐ 529
Python library for Reinforcement Learning.
Autonomous Learning Library ⭐ 465
A PyTorch library for building deep reinforcement learning agents.
Deep Rl Keras ⭐ 436
Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)
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)
Deep_rl ⭐ 372
PyTorch implementations of deep reinforcement learning algorithms
Lagom ⭐ 365
lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.
Pytorch Rl ⭐ 356
This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch
Openai_lab ⭐ 314
An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
Pytorch Ddpg Naf ⭐ 263
Implementation of algorithms for continuous control (DDPG and NAF).
Pytorch Drl ⭐ 241
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
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.
Machine Learning Is All You Need ⭐ 223
🔥🌟《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!
Train Robot Arm From Scratch ⭐ 208
Build environment and train a robot arm from scratch (Reinforcement Learning)
Rlcycle ⭐ 208
A library for ready-made reinforcement learning agents and reusable components for neat prototyping
Pytorch Ddpg ⭐ 207
Implementation of the Deep Deterministic Policy Gradient (DDPG) using PyTorch
Machin ⭐ 206
Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...
Deeprl Tensorflow2 ⭐ 139
🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2
Hindsight Experience Replay ⭐ 123
This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.
Torchrl ⭐ 111
Pytorch Implementation of Reinforcement Learning Algorithms ( Soft Actor Critic(SAC)/ DDPG / TD3 /DQN / A2C/ PPO / TRPO)
Paddle Rlbooks ⭐ 108
Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.
Deep Reinforcement Learning In Large Discrete Action Spaces ⭐ 102
Implementation of the algorithm in Python 3, TensorFlow and OpenAI Gym
Reinforcement Learning ⭐ 95
🤖 Implements of Reinforcement Learning algorithms.
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
Openaigym ⭐ 86
Solving OpenAI Gym problems.
Reinforcement Learning Wechat Jump ⭐ 85
Reinforcement Learning for WeChat Jump
Run Skeleton Run ⭐ 81
Reason8.ai PyTorch solution for NIPS RL 2017 challenge
Mujoco Benchmark ⭐ 78
Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library
Pytorch Distributed ⭐ 74
Ape-X DQN & DDPG with pytorch & tensorboard
Motion Planner Reinforcement Learning ⭐ 57
End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo
Model Free Algorithms ⭐ 52
TD3, SAC, IQN, Rainbow, PPO, Ape-X and etc. in TF1.x
Reinforcementlearning ⭐ 48
Reinforcing Your Learning of Reinforcement Learning
Td3 Pytorch Bipedalwalker V2 ⭐ 47
Twin Delayed DDPG (TD3) PyTorch solution for Roboschool and Box2d environment
Reinforcementlearningzoo.jl ⭐ 45
Rl_bootcamp ⭐ 41
Repository for slides & codes of RL Korea Bootcamp
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
Nips_rl ⭐ 38
Code for NIPS 2017 learning to run challenge
Rl_implementations ⭐ 36
Ddpg_biped ⭐ 36
Repository for Planar Bipedal walking robot in Gazebo environment using Deep Deterministic Policy Gradient(DDPG) using TensorFlow.
Policy Gradient Methods ⭐ 35
Implementation of Algorithms from the Policy Gradient Family. Currently includes: A2C, A3C, DDPG, TD3, SAC
Pytorch Gym ⭐ 35
Implementation of the Deep Deterministic Policy Gradient(DDPG) in bullet Gym using pytorch
Wolpertinger_ddpg ⭐ 34
Wolpertinger Training with DDPG (Pytorch), Deep Reinforcement Learning in Large Discrete Action Spaces. Multi-GPU/Singer-GPU/CPU compatible.
Xagents ⭐ 33
Quality implementations of reinforcement learning algorithms in tensorflow 2.x, for fast and effective experimentation.
Deep_rl_acrobot ⭐ 30
TensorFlow A2C to solve Acrobot, with synchronized parallel environments
Rainy ⭐ 28
☔️ Deep RL agents with PyTorch☔️
Fast Reinforcement Learning ⭐ 26
Important Note fastrl version 2 is being developed at fastrl. Note the link in the readme
General ⭐ 25
国内第一个基于TensorFlow2.0、支持非gym环境训练、支持可视化配置的强化学习应用编程框架
Tf2 Rl ⭐ 25
Reinforcement learning algorithms implemented for Tensorflow 2.0+ [DQN, DDPG, AE-DDPG, SAC, PPO, Primal-Dual DDPG]
Reinforcement_learning_with_tensorflow ⭐ 25
Minimal implementations of reinforcement learning algorithms by Tensorflow
Trading_gym ⭐ 25
a unified environment for supervised learning and reinforcement learning in the context of quantitative trading
Srlf ⭐ 24
Simple Reinforcement Learning Framework
Ddpg ⭐ 23
End to End Mobile Robot Navigation using DDPG (Continuous Control with Deep Reinforcement Learning) based on Tensorflow + Gazebo
Pyrl ⭐ 21
PyRL - Reinforcement Learning Framework in Pytorch (Policy Gradient, DQN, DDPG, TD3, PPO, SAC, etc.)
Ai Traineree ⭐ 21
PyTorch agents and tools for (Deep) Reinforcement Learning
Ddpg_torcs_pytorch ⭐ 20
Using PyTorch and DDPG to play Torcs
Uav Ddpg ⭐ 19
Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"
Deep Reinforcement Learning Algorithm Collection ⭐ 17
Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.
Spiking Ddpg Mapless Navigation ⭐ 17
Spiking-DDPG trains an SNN for energy-efficient mapless navigation on Intel's Loihi neuromorphic processor.
Deep Rl Mxnet ⭐ 16
Mxnet implementation of Deep Reinforcement Learning papers, such as DQN, PG, DDPG, PPO
Deep Rl Quadcopter ⭐ 16
Implementation of Deep Deterministic Policy Gradients (DDPG) to teach a Quadcopter How to Fly!
Deeprl Continuous Control ⭐ 14
Learning Continuous Control in Deep Reinforcement Learning
Pytorch Rl ⭐ 14
Pytorch Implementation of RL algorithms
Deep Reinforcement Learning ⭐ 14
To keep track and showcase
Rl_lib ⭐ 13
Series of deep reinforcement learning algorithms 🤖
Tensorl ⭐ 12
Simple and self-contained TensorFlow implementation of reinforcement learning algorithms for continuous control, integrated with OpenAI Gym and other physics engines.
Distributed_ddpg ⭐ 12
Parallel implementation of DDPG
Modular_her ⭐ 11
Modular-HER is revised from OpenAI baselines and supports many improvements for Hindsight Experience Replay as modules.
Tbase ⭐ 11
Baselines of reinforcement learning trading agents for China stock market
Drl_mxnet ⭐ 11
reinforce learing
Multi Agent Ddpg Using Pttorch And Ml Agents ⭐ 11
A simple example of how to implement vector based DDPG for MARL tasks using PyTorch and a ML-Agents environment.
Airsimdrl ⭐ 11
Autonomous UAV Navigation without Collision using Visual Information in Airsim
Lwdrlc ⭐ 10
Lightweight deep RL Libraray for continuous control.
Cat_mouse_continuous_rl ⭐ 10
Using DDPG and A2C reinforcement learning algorithms to solve a math puzzle
Asynchronous Ddpg_distributed_tensorflow ⭐ 10
Distributed Tensorflow Implementation of Asynchronous DDPG
Reinforcement ⭐ 10
Learning to Reinforcement Learn
Tello Rl Yolo ⭐ 10
Tello drone object tracking using object detection (YOLO) and reinforcement learning (DDPG)
Rl Botics ⭐ 10
Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow
Policy_based_rl ⭐ 10
The implement of the policy gradient RL algorithm with pytorch
Velocity_control ⭐ 10
Source code for paper "Safe, Efficient, and Comfortable Velocity Control based on Reinforcement Learning for Autonomous Driving"
Rl_algorithms ⭐ 10
Take the code of the reinforcement learning algorithm here~
Quadcopter Rl ⭐ 9
Teaching a QuadCopter to TakeOff and Land using Reinforcement Learning
Rlcodebase ⭐ 9
RLCodebase: PyTorch Codebase For Deep Reinforcement Learning Algorithms
Digideep ⭐ 8
A Deep Reinforcement Learning (DeepRL) package for RL algorithm developers.
Deeper_larger_actor Critic_rl ⭐ 8
Pytorch implementation of large network design in continous control RL.
Mobile_robot_rl ⭐ 8
Mobile robot control in V-REP using Deep Reinforcement Learning Algorithms.
Torch_rl ⭐ 8
Reinforcement learning library for PyTorch.
Regym ⭐ 8
Tbase ⭐ 8
This repo was moved to: https://github.com/tradingAI/tbase
Ddpg Tensorflow ⭐ 8
a simple demo of pendulem control using DDPG algorithm
Ddpg Using Pytorch And Ml Agents ⭐ 8
A simple example of how to implement vector based DDPG using PyTorch and a ML-Agents environment.
Pygent ⭐ 8
Thesis: Application of Reinforcement Learning for the Control of Nonlinear Dynamical Systems
Portfolio Management Actorcriticrl ⭐ 8
Portfolio management using Actor-Critic Deep Reinforcement Learning algorithms including A2C, DDPG, and PPO
Deep Reinforcement Learning With Pytorch ⭐ 8
Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO
1-100 of 196 projects

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