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Top 50 actor-critic open source projects

Minimal and Clean Reinforcement Learning Examples

✭ 2,863

python deep-learning machine-learning reinforcement-learning deep-reinforcement-learning dqn policy-gradient actor-critic a3c deep-q-network

Pytorch Drl

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

✭ 233

python pytorch reinforcement-learning deep-reinforcement-learning dqn ppo rl actor-critic ddpg deep-q-network

Pytorch A2c Ppo Acktr Gail

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).

Hands On Intelligent Agents With Openai Gym

Code for Hands On Intelligent Agents with OpenAI Gym book to get started and learn to build deep reinforcement learning agents using PyTorch

✭ 189

python pytorch deep-reinforcement-learning dqn openai-gym actor-critic

Adeptrl

Reinforcement learning framework to accelerate research

✭ 173

python pytorch artificial-intelligence reinforcement-learning actor-critic

Pytorch sac

PyTorch implementation of Soft Actor-Critic (SAC)

✭ 174

jupyter-notebook deep-learning pytorch reinforcement-learning deep-reinforcement-learning gym actor-critic mujoco

Machine Learning Is All You Need

🔥🌟《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

A2c

A Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow

✭ 169

python computer-vision reinforcement-learning gym policy-gradient actor-critic

Baby A3c

A high-performance Atari A3C agent in 180 lines of PyTorch

✭ 144

python pytorch deep-reinforcement-learning actor-critic a3c

Mlds2018spring

Machine Learning and having it Deep and Structured (MLDS) in 2018 spring

✭ 124

python reinforcement-learning spring gan chatbot generative-adversarial-network seq2seq image-generation policy-gradient actor-critic sequence-to-sequence deep-q-network

Pytorch Rl

Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]

✭ 121

jupyter-notebook pytorch reinforcement-learning pytorch-tutorial rl policy-gradient actor-critic pytorch-tutorials

Reinforcementlearning Atarigame

Pytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games

✭ 118

python jupyter-notebook pytorch reinforcement-learning lstm deep-reinforcement-learning openai-gym actor-critic a3c

Hierarchical Actor Critic Hac Pytorch

PyTorch implementation of Hierarchical Actor Critic (HAC) for OpenAI gym environments

✭ 116

python pytorch reinforcement-learning deep-reinforcement-learning openai-gym actor-critic

Deep Reinforcement Learning With Pytorch

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

✭ 1,345

python deep-learning pytorch algorithm deep-reinforcement-learning resnet dqn ppo policy-gradient actor-critic a3c trpo

Pytorch sac ae

PyTorch implementation of Soft Actor-Critic + Autoencoder(SAC+AE)

✭ 94

python deep-learning pytorch reinforcement-learning deep-reinforcement-learning autoencoder gym actor-critic mujoco

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

Torch Ac

Recurrent and multi-process PyTorch implementation of deep reinforcement Actor-Critic algorithms A2C and PPO

✭ 70

python pytorch reinforcement-learning deep-reinforcement-learning recurrent-neural-networks ppo actor-critic a3c

Mario rl

✭ 60

python deep-learning pytorch reinforcement-learning ppo actor-critic

Pytorch A3c

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

✭ 879

python deep-learning pytorch reinforcement-learning deep-reinforcement-learning actor-critic a3c

Rl algos

Reinforcement Learning Algorithms

✭ 14

python keras reinforcement-learning deep-reinforcement-learning gym actor-critic

Chainerrl

ChainerRL is a deep reinforcement learning library built on top of Chainer.

✭ 931

python deep-learning machine-learning reinforcement-learning dqn chainer actor-critic

Reinforcement Learning With Tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Deeprl Tutorials

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

✭ 748

python3 jupyter-notebook pytorch reinforcement-learning deep-reinforcement-learning ppo actor-critic deep-q-network

Pytorch Rl

Deep Reinforcement Learning with pytorch & visdom

✭ 745

python deep-learning pytorch reinforcement-learning deep-reinforcement-learning dqn actor-critic a3c trpo

Rlseq2seq

Deep Reinforcement Learning For Sequence to Sequence Models

✭ 683

python nlp reinforcement-learning policy-gradient actor-critic

Dissecting Reinforcement Learning

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

✭ 512

python reinforcement-learning neural-networks deep-reinforcement-learning genetic-algorithm actor-critic q-learning

Reaver

Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.

✭ 499

python deep-learning machine-learning tensorflow artificial-intelligence reinforcement-learning actor-critic deepmind

Rl a3c pytorch

A3C LSTM Atari with Pytorch plus A3G design

✭ 482

python pytorch reinforcement-learning deep-reinforcement-learning openai-gym actor-critic a3c

Tensorflow Reinforce

Implementations of Reinforcement Learning Models in Tensorflow

✭ 480

python tensorflow reinforcement-learning deep-reinforcement-learning policy-gradient actor-critic deep-q-network

Reinforcement learning tutorial with demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

✭ 442

jupyter-notebook machine-learning tutorial reinforcement-learning deep-reinforcement-learning meta-learning dynamic-programming policy-gradient actor-critic q-learning a3c imitation-learning

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

Pytorch A3c

Simple A3C implementation with pytorch + multiprocessing

✭ 364

python pytorch neural-network gym multiprocessing actor-critic a3c

Pytorch Cpp Rl

PyTorch C++ Reinforcement Learning

✭ 353

cpp cplusplus pytorch reinforcement-learning ppo actor-critic

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

Reinforcement Learning Kr

[파이썬과 케라스로 배우는 강화학습] 예제

✭ 282

python dqn openai-gym policy-gradient actor-critic

Deep reinforcement learning course

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

✭ 3,232

Jupyter Notebook python deep-learning pytorch tensorflow unity deep-reinforcement-learning tensorflow-tutorials ppo actor-critic deep-q-network qlearning deep-q-learning a2c

Drq

DrQ: Data regularized Q

✭ 268

python jupyter-notebook deep-learning pytorch reinforcement-learning deep-reinforcement-learning control data-augmentation gym rl actor-critic pixel mujoco

ADL2019

Applied Deep Learning (2019 Spring) @ NTU

✭ 20

Jupyter Notebook python reinforcement-learning pytorch generative-adversarial-network gan policy-gradient image-generation ntu attention-mechanism bert adl actor-critic rnn-pytorch elmo deep-q-learning-network contextual-embeddings adl2019spring dialogue-modeling

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

Paddle-RLBooks

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

Reinforcement Learning

Deep Reinforcement Learning Algorithms implemented with Tensorflow 2.3

✭ 61

Jupyter Notebook python reinforcement-learning policy-gradient reinforcement-learning-algorithms atari actor-critic ppo tensorflow2

Explorer

Explorer is a PyTorch reinforcement learning framework for exploring new ideas.

✭ 54

python shell reinforcement-learning deep-learning deep-reinforcement-learning q-learning pytorch dqn gym policy-gradient actor-critic ppo mujoco-environments pybullet-environments reinforcement-learning-frame deepmind-control-suite

Underflow

With underflow, create trafic light clusters that interact together to regulate circulation

✭ 12

python shell reinforcement-learning deep-reinforcement-learning artificial-intelligence actor-critic double-q-learning

java-reinforcement-learning

Package provides java implementation of reinforcement learning algorithms such Q-Learn, R-Learn, SARSA, Actor-Critic

✭ 90

java shell Batchfile reinforcement-learning q-learning sarsa actor-critic sarsa-lambda

off-policy-continuous-control

[DeepRL Workshop, NeurIPS-21] Recurrent Off-policy Baselines for Memory-based Continuous Control (RDPG, RTD3 and RSAC)

✭ 29

python reinforcement-learning pytorch continuous-control actor-critic rdpg recurrent-neural-network off-policy rtd3 rsac

Master-Thesis

Deep Reinforcement Learning in Autonomous Driving: the A3C algorithm used to make a car learn to drive in TORCS; Python 3.5, Tensorflow, tensorboard, numpy, gym-torcs, ubuntu, latex

Fruit-API

A Universal Deep Reinforcement Learning Framework

✭ 61

python environment games reinforcement-learning deep-learning deep-reinforcement-learning human multi-agent reinforcement-learning-algorithms multiplayer-game multi-objective-optimization atari actor-critic human-in-the-loop arcade-learning-environment actor-critic-algorithm multi-agent-reinforcement-learning policy-gradients

jax-rl

JAX implementations of core Deep RL algorithms

✭ 61

python Makefile reinforcement-learning deep-learning deep-reinforcement-learning flax deepmind mpo sac actor-critic maximum-a-posteriori-estimation mujoco jax td3 soft-actor-critic

Deep-Reinforcement-Learning-With-Python

Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

reinforcement learning with Tensorflow

Minimal implementations of reinforcement learning algorithms by Tensorflow

✭ 28

python algorithm tutorial reinforcement-learning deep-learning tensorflow dqn a3c ddpg actor-critic

1-50 of 50 actor-critic projects