🔥🌟《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!

✭ 173

python pytorch tensorflow keras convolutional-neural-networks gan lstm deep-reinforcement-learning resnet dqn logistic-regression random-forest ppo actor-critic ddpg decision-trees trpo

Deep Reinforcement Learning Algorithms

31 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.

✭ 167

jupyter-notebook deep-reinforcement-learning dqn ppo ddpg

Minimalrl

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

✭ 2,051

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

Machin

Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

✭ 145

python deep-learning pytorch reinforcement-learning distributed dqn ppo a3c ddpg

Hindsight Experience Replay

This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.

✭ 134

python reinforcement-learning ddpg

Deep Reinforcement Learning In Large Discrete Action Spaces

Implementation of the algorithm in Python 3, TensorFlow and OpenAI Gym

✭ 132

python deep-reinforcement-learning ddpg

Reinforcement Learning

🤖 Implements of Reinforcement Learning algorithms.

✭ 104

python reinforcement-learning deep-reinforcement-learning papers dqn ddpg deep-learning-algorithms

Openaigym

Solving OpenAI Gym problems.

✭ 98

python deep-learning machine-learning tensorflow keras reinforcement-learning dqn openai-gym ddpg

Torchrl

Pytorch Implementation of Reinforcement Learning Algorithms ( Soft Actor Critic(SAC)/ DDPG / TD3 /DQN / A2C/ PPO / TRPO)

✭ 90

python pytorch reinforcement-learning algorithm dqn gym ppo ddpg mujoco trpo

Reinforcement Learning Wechat Jump

Reinforcement Learning for WeChat Jump

✭ 85

python reinforcement-learning ai ddpg

Run Skeleton Run

Reason8.ai PyTorch solution for NIPS RL 2017 challenge

✭ 83

python pytorch tensorflow reinforcement-learning ppo actor-critic ddpg nips-2017 trpo

Policy Gradient Methods

Implementation of Algorithms from the Policy Gradient Family. Currently includes: A2C, A3C, DDPG, TD3, SAC

✭ 54

jupyter-notebook pytorch reinforcement-learning a3c ddpg

Reinforcement Learning With Tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Elegantrl

Lightweight, efficient and stable implementations of deep reinforcement learning algorithms using PyTorch.

✭ 575

python pytorch reinforcement-learning deep-reinforcement-learning lightweight dqn ppo ddpg stable efficient

Deep Reinforcement Learning For Automated Stock Trading Ensemble Strategy Icaif 2020

Deep Reinforcement Learning for Automated Stock Trading: An Ensemble Strategy. ICAIF 2020. Please star.

✭ 518

jupyter-notebook deep-reinforcement-learning openai-gym ppo ddpg

Mushroom Rl

Python library for Reinforcement Learning.

✭ 442

python deep-learning pytorch reinforcement-learning deep-reinforcement-learning dqn openai-gym rl ddpg mujoco trpo

Autonomous Learning Library

A PyTorch library for building deep reinforcement learning agents.

✭ 425

python reinforcement-learning deep-reinforcement-learning dqn ppo ddpg

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)

✭ 426

python deep-learning pytorch algorithm deep-reinforcement-learning dqn ppo actor-critic ddpg trpo

Deep Rl Keras

Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)

✭ 395

python keras reinforcement-learning dqn gym policy-gradient a3c ddpg

Pytorch Rl

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

✭ 394

python deep-learning pytorch reinforcement-learning gan robotics generative-adversarial-network deep-reinforcement-learning dqn openai-gym vae variational-autoencoder gym policy-gradient ddpg mujoco

Deep Reinforcement Learning

Repo for the Deep Reinforcement Learning Nanodegree program

✭ 4,012

Jupyter Notebook python TeX pytorch reinforcement-learning neural-networks deep-reinforcement-learning dqn openai-gym ppo dynamic-programming ddpg reinforcement-learning-algorithms hill-climbing cross-entropy openai-gym-solutions pytorch-rl ml-agents rl-algorithms

Lagom

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

✭ 364

python jupyter-notebook deep-learning machine-learning pytorch artificial-intelligence reinforcement-learning deep-reinforcement-learning research ppo policy-gradient ddpg mujoco

Deeprl Tensorflow2

🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

✭ 319

python deep-learning machine-learning tensorflow reinforcement-learning deep-reinforcement-learning dqn ppo a3c ddpg trpo

Openai lab

An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.

✭ 313

python tensorflow keras reinforcement-learning deep-reinforcement-learning policy-gradient actor-critic experiment ddpg

Pytorch Ddpg

Implementation of the Deep Deterministic Policy Gradient (DDPG) using PyTorch

✭ 272

python pytorch deep-reinforcement-learning openai-gym ddpg

Easy Rl

强化学习中文教程，在线阅读地址：https://datawhalechina.github.io/easy-rl/

✭ 3,004

python Jupyter Notebook reinforcement-learning deep-reinforcement-learning dqn ppo policy-gradient q-learning a3c imitation-learning sarsa ddpg

rl implementations

No description or website provided.

✭ 40

Jupyter Notebook python machine-learning reinforcement-learning deep-learning deep-reinforcement-learning lstm dqn policy-gradient deep-q-network ddpg hierarchical-reinforcement-learning actor-critic reptile deep-q-learning meta-learning a2c

TF2-RL

Reinforcement learning algorithms implemented for Tensorflow 2.0+ [DQN, DDPG, AE-DDPG, SAC, PPO, Primal-Dual DDPG]

✭ 160

python reinforcement-learning openai-gym dqn tensorboard ddpg sac ppo tensorflow2 ae-ddpg

SRLF

Simple Reinforcement Learning Framework

✭ 24

python machine-learning reinforcement-learning neural-network deep-reinforcement-learning rainbow ddpg asynchronous-advantage-actor-critic trpo evolution-strategies

ReinforcementLearningZoo.jl

juliareinforcementlearning.org/

✭ 46

julia machine-learning reinforcement-learning julia-language rainbow dqn hacktoberfest ddpg sac c51 cfr iqn ppo a2c td3 counterfactual-regret-minimization

wolpertinger ddpg

Wolpertinger Training with DDPG (Pytorch), Deep Reinforcement Learning in Large Discrete Action Spaces. Multi-GPU/Singer-GPU/CPU compatible.

✭ 44

python deep-reinforcement-learning pytorch gym ddpg wolpertinger pyflann

Deep-rl-mxnet

Mxnet implementation of Deep Reinforcement Learning papers, such as DQN, PG, DDPG, PPO

✭ 26

python mxnet deep-reinforcement-learning dqn policy-gradient reinforcement-learning-algorithms ddpg a2c td3

Paddle-RLBooks

Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.

deep-rl-quadcopter

Implementation of Deep Deterministic Policy Gradients (DDPG) to teach a Quadcopter How to Fly!

✭ 17

HTML Jupyter Notebook python reinforcement-learning deep-learning deep-reinforcement-learning ddpg deep-deterministic-policy-gradient

ElegantRL

Scalable and Elastic Deep Reinforcement Learning Using PyTorch. Please star. 🔥

✭ 2,074

python Jupyter Notebook lightweight reinforcement-learning gae efficient pytorch stable dqn ddpg sac per multiple-gpu ppo a2c td3 model-free-rl drl-pytorch bipedalwalkerhardcore

model-free-algorithms

TD3, SAC, IQN, Rainbow, PPO, Ape-X and etc. in TF1.x

✭ 56

python reinforcement-learning rainbow ddpg sac ppo td3 model-free-rl

DDPG

End to End Mobile Robot Navigation using DDPG (Continuous Control with Deep Reinforcement Learning) based on Tensorflow + Gazebo

✭ 41

python navigation tensorflow deep-reinforcement-learning ros gazebo ddpg

pytorch-rl

Pytorch Implementation of RL algorithms

✭ 15

python reinforcement-learning deep-learning openai-gym pytorch rl-agents artificial-intelligence dqn reinforcement-learning-algorithms ddpg

trading gym

a unified environment for supervised learning and reinforcement learning in the context of quantitative trading

✭ 36

python reinforcement-learning deep-learning quant ddpg quantitative-trading gym-environment ppo

LWDRLC

Lightweight deep RL Libraray for continuous control.

✭ 14

python shell Dockerfile deep-reinforcement-learning pytorch policy-gradient ddpg sac continuous-control ppo td3

ddpg biped

Repository for Planar Bipedal walking robot in Gazebo environment using Deep Deterministic Policy Gradient(DDPG) using TensorFlow.

✭ 65

python CMake reinforcement-learning tensorflow openai-gym ddpg ros-kinetic deep-deterministic-policy-gradient ddpg-algorithm gazebo-simulator bipedal-robots gazebo7

Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020

Live Trading. Please star.

✭ 1,251

Jupyter Notebook python deep-reinforcement-learning openai-gym sharpe-ratio ddpg stock-trading ppo a2c-algorithm ensemble-strategy stock-trading-strategy automated-stock-trading

motion-planner-reinforcement-learning

End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo

✭ 99

python CMake deep-learning neural-network navigation tensorflow deep-reinforcement-learning gazebo ddpg continuous-control ros-kinetic motion-planner deep-deterministic-policy-gradient turtlebot3

deeprl-continuous-control

Learning Continuous Control in Deep Reinforcement Learning

✭ 14

HTML python Jupyter Notebook reinforcement-learning deep-reinforcement-learning pytorch reinforcement-learning-algorithms ddpg continuous-control ddpg-algorithm ddpg-agent unity-ml-agents

pytorch-gym

Implementation of the Deep Deterministic Policy Gradient(DDPG) in bullet Gym using pytorch

✭ 39

python Jupyter Notebook reinforcement-learning pytorch gym ddpg bullet-gym

deep rl acrobot

TensorFlow A2C to solve Acrobot, with synchronized parallel environments

✭ 32

python tensorflow deep-reinforcement-learning openai-gym policy-gradient a3c ddpg

Resources-Allocation-in-The-Edge-Computing-Environment-Using-Reinforcement-Learning

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

✭ 158

python ddpg resource-allocation edge-servers

nips rl

Code for NIPS 2017 learning to run challenge

✭ 37

python shell reinforcement-learning ddpg nips-2017

Rainy

☔ Deep RL agents with PyTorch☔

✭ 39