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Reinforcement Learning ⭐ 4,115

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

Pytorch A2c Ppo Acktr Gail ⭐ 3,484

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).

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)

Slm Lab ⭐ 1,052

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

Deeprl Tutorials ⭐ 726

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

Autonomous Learning Library ⭐ 616

A PyTorch library for building deep reinforcement learning agents.

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)

Reinforcement_learning ⭐ 250

Reinforcement learning tutorials

Tensorflow2 Deep Reinforcement Learning ⭐ 203

Code accompanying the blog post "Deep Reinforcement Learning with TensorFlow 2.1"

Deeprl Tensorflow2 ⭐ 139

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

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

Mario_rl ⭐ 57

Imitation_learning ⭐ 56

PyTorch implementation of some reinforcement learning algorithms: A2C, PPO, Behavioral Cloning from Observation (BCO), GAIL.

Pensieve Ppo ⭐ 51

The simplest implementation of Pensieve (SIGCOMM' 17) via state-of-the-art RL algorithms, including PPO, DQN, and SAC

Rl Experiments ⭐ 47

High-quality implementations of deep reinforcement learning algorithms for experiments

Policy Gradient Methods ⭐ 35

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

☔ Deep RL agents with PyTorch☔

Deep Reinforcement Learning Drone Control ⭐ 23

A drone control system based on deep reinforcement learning with Tensorflow and ROS

Deep Reinforcement Learning Algorithm Collection ⭐ 17

Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

Deep Rl Mxnet ⭐ 16

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

Deep Reinforcement Learning ⭐ 14

To keep track and showcase

Mlagents ⭐ 13

This repository contains the implementation of deep reinforcement learning algorithms to solve various unity The Environments.

Series of deep reinforcement learning algorithms 🤖

Deep Reinforcement Learning Notebooks ⭐ 13

This Repository contains a series of google colab notebooks which I created to help people dive into deep reinforcement learning.This notebooks contain both theory and implementation of different algorithms.

Pytorch A2c ⭐ 10

A well-documented A2C written in PyTorch

Cat_mouse_continuous_rl ⭐ 10

Using DDPG and A2C reinforcement learning algorithms to solve a math puzzle

Policy_based_rl ⭐ 10

The implement of the policy gradient RL algorithm with pytorch

Pommerman ⭐ 9

💣 Bomberman deep reinforcement learning challenge in PyTorch

Spacefortress ⭐ 9

OpenAI Gym compatible reinforcement learning environment for Space Fortress https://arxiv.org/abs/1809.02206

Deep reinforcement learning framework for fast prototyping based on PyTorch

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

Car_racer_gym ⭐ 6

Apply major Reinforcement Learning algorithms (DQN,PPO,A2C) to CarRacing-v0 from GymAI environment.

Mxnet.gluon ⭐ 6

Some Python scripts to test out the Mxnet gluon package for deep learning with Doom

Attention-based Curiosity-driven Exploration in Deep Reinforcement Learning

Attentiontrl ⭐ 5

Attentional Mechanism incorporated in Asynchronous Advantage Actor Critic a3c/a2c deep mind

Paac Pytorch ⭐ 5

PyTorch implementation of PAAC from "Efficient Parallel Methods for Deep Reinforcement Learning"

Reinforcement Learning ⭐ 5

Reinforcement learning algorithm implementation

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