actor-critic

There are 5 repositories under actor-critic topic.

MorvanZhou / Reinforcement-learning-with-tensorflow
Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学
a3c actor-critic asynchronous-advantage-actor-critic ddpg deep-deterministic-policy-gradient deep-q-network double-dqn dqn dueling-dqn machine-learning policy-gradient ppo prioritized-replay proximal-policy-optimization q-learning reinforcement-learning sarsa sarsa-lambda tensorflow-tutorials tutorial
Language:Python 8672
vwxyzjn / cleanrl
High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
a2c actor-critic advantage-actor-critic ale atari deep-learning deep-reinforcement-learning gym machine-learning phasic-policy-gradient ppo proximal-policy-optimization python pytorch reinforcement-learning wandb
Language:Python 4548
simoninithomas / Deep_reinforcement_learning_Course
Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch
deep-reinforcement-learning qlearning deep-learning tensorflow-tutorials tensorflow ppo a2c actor-critic deep-q-network deep-q-learning pytorch unity
Language:Jupyter Notebook 3722
sweetice / Deep-reinforcement-learning-with-pytorch
PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....
policy-gradient pytorch actor-critic-algorithm alphago deep-reinforcement-learning a2c dqn sarsa ppo a3c resnet algorithm deep-learning reinforce actor-critic sac td3 trpo
Language:Python 3632
ikostrikov / 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).
a2c acktr actor-critic advantage-actor-critic ale atari continuous-control deep-learning deep-reinforcement-learning hessian kfac kronecker-factored-approximation mujoco natural-gradients ppo proximal-policy-optimization pytorch reinforcement-learning roboschool second-order
Language:Python 3481
rlcode / reinforcement-learning
Minimal and Clean Reinforcement Learning Examples
reinforcement-learning deep-learning deep-reinforcement-learning machine-learning policy-gradient deep-q-network dqn actor-critic a3c
Language:Python 3304
ikostrikov / pytorch-a3c
PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".
python reinforcement-learning pytorch deep-learning actor-critic a3c pytorch-a3c asynchronous-methods deep-reinforcement-learning asynch asynchronous-advantage-actor-critic
Language:Python 1193
chainer / chainerrl
ChainerRL is a deep reinforcement learning library built on top of Chainer.
chainer reinforcement-learning deep-learning machine-learning python dqn actor-critic
Language:Python 1155
qfettes / DeepRL-Tutorials
Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch
a2c actor-critic advantage-actor-critic categorical-dqn deep-q-network deep-recurrent-q-network deep-reinforcement-learning deeprl-tutorials double-dqn dueling-dqn gae multi-step-learning noisy-networks ppo prioritized-experience-replay python3 pytorch quantile-regression rainbow reinforcement-learning
Language:Jupyter Notebook 1033
jingweiz / pytorch-rl
Deep Reinforcement Learning with pytorch & visdom
a3c acer actor-critic deep-learning deep-reinforcement-learning dqn pytorch pytorch-a3c reinforcement-learning trpo visdom
Language:Python 794
yaserkl / RLSeq2Seq
Deep Reinforcement Learning For Sequence to Sequence Models
abstractive-text-summarization actor-critic nlp pointer-generator policy-gradient reinforcement-learning
Language:Python 761
omerbsezer / 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..
a3c actor-critic deep-reinforcement-learning dyna dynamic-programming imitation-learning machine-learning meta-learning policy-gradient pomdps q-learning reinforcement-learning sarsa td-learning tutorial
Language:Jupyter Notebook 690
TianhongDai / 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)
deep-reinforcement-learning ddpg ppo proximal-policy-optimization deep-learning actor-critic algorithm dqn flappy-bird trpo trust-region-policy-optimization a2c atari2600 dueling-dqn pytorch soft-actor-critic sac
Language:Python 649
mpatacchiola / dissecting-reinforcement-learning
Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog
reinforcement-learning deep-reinforcement-learning markov-chain temporal-differencing-learning sarsa q-learning actor-critic multi-armed-bandit inverted-pendulum mountain-car drone-landing dissecting-reinforcement-learning genetic-algorithm neural-networks
Language:Python 605
MorvanZhou / pytorch-A3C
Simple A3C implementation with pytorch + multiprocessing
pytorch a3c gym neural-network asynchronous-advantage-actor-critic multiprocessing toy-example actor-critic
Language:Python 578
dgriff777 / rl_a3c_pytorch
A3C LSTM Atari with Pytorch plus A3G design
python pytorch pytorch-a3c reinforcement-learning atari openai-gym a3c deep-reinforcement-learning actor-critic asynchronous-advantage-actor-critic a3c-gpu a3g
Language:Python 556
inoryy / reaver
Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.
artificial-intelligence deep-learning machine-learning reinforcement-learning actor-critic tensorflow pysc2 starcraft-ii starcraft2 deepmind
Language:Python 554
Omegastick / pytorch-cpp-rl
PyTorch C++ Reinforcement Learning
pytorch cpp cplusplus reinforcement-learning reinforcement-learning-algorithms a2c ppo pytorch-rl pytorch-cpp-frontend libtorch actor-critic advantage-actor-critic proximal-policy-optimization continuous-control
Language:C++ 506
ChenglongChen / pytorch-DRL
PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.
pytorch deep-reinforcement-learning multi-agent deep-q-network actor-critic advantage-actor-critic a2c proximal-policy-optimization ppo deep-deterministic-policy-gradient ddpg acktr rl drl madrl dqn reinforcement-learning
Language:Python 499
yukezhu / tensorflow-reinforce
Implementations of Reinforcement Learning Models in Tensorflow
reinforcement-learning tensorflow policy-gradient deep-reinforcement-learning deep-q-network actor-critic
Language:Python 486
denisyarats / pytorch_sac
PyTorch implementation of Soft Actor-Critic (SAC)
reinforcement-learning dm-control soft-actor-critic pytorch deep-reinforcement-learning actor-critic mujoco gym deep-learning sac continuous-control d4pg
Language:Jupyter Notebook 463
denisyarats / drq
DrQ: Data regularized Q
rl reinforcement-learning deep-learning mujoco dm-control gym pixel sac soft-actor-crit pytorch python actor-critic control drq deep-reinforcement-learning data-augmentation off-policy model-free
Language:Jupyter Notebook 398
Skylark0924 / 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!
actor-critic convolutional-neural-networks ddpg decision-trees deep-reinforcement-learning dqn gan k-nearest-neighbours keras logistic-regression lstm naive-bayes-classifier ppo pytorch qlearning random-forest resnet support-vector-machine tensorflow trpo
Language:Python 371
rlcode / reinforcement-learning-kr
[파이썬과 케라스로 배우는 강화학습] 예제
dqn actor-critic policy-gradient grid-world openai-gym
Language:Python 367
Hands-On-Intelligent-Agents-with-OpenAI-Gym
PacktPublishing / 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
intelligent-agents deep-reinforcement-learning openai-gym carla-simulator dqn pytorch learning-agents pytorch-a3c pytorch-carla advantage-actor-critic carla-driving-simulator actor-critic
Language:Python 354
kengz / openai_lab
An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
keras tensorflow openai experiment policy-gradient actor-critic ddpg deep-reinforcement-learning reinforcement-learning
Language:Python 325
sudharsan13296 / Deep-Reinforcement-Learning-With-Python
Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math
deep-reinforcement-learning reinforcement-learning trpo ppo ddpg td3 sac inverse-reinforcement-learning c51 a3c actor-critic a2c deep-learning dqn openai-gym policy-gradient double-dqn q-learning bellman-equation
Language:Jupyter Notebook 307
nikhilbarhate99 / Hierarchical-Actor-Critic-HAC-PyTorch
PyTorch implementation of Hierarchical Actor Critic (HAC) for OpenAI gym environments
pytorch reinforcement-learning reinforcement-learning-algorithms gym-environment hierarchical-reinforcement-learning actor-critic gym-environments openai-gym pytorch-implementation pytorch-rl deep-reinforcement-learning
Language:Python 273
bentrevett / pytorch-rl
Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]
pytorch pytorch-tutorial pytorch-implmention pytorch-implementation reinforcement-learning reinforcement-learning-algorithms rl pytorch-tutorials pytorch-rl policy-gradient actor-critic a2c advantage-actor-critic generalized-advantage-estimation
Language:Jupyter Notebook 254
denisyarats / pytorch_sac_ae
PyTorch implementation of Soft Actor-Critic + Autoencoder(SAC+AE)
reinforcement-learning dm-control soft-actor-critic pytorch deep-reinforcement-learning actor-critic mujoco gym deep-learning autoencoder pixels image-based
Language:Python 209
heronsystems / adeptRL
Reinforcement learning framework to accelerate research
reinforcement-learning atari pysc2 starcraft2-ai artificial-intelligence actor-critic pytorch
Language:Python 201
lcswillems / torch-ac
Recurrent and multi-process PyTorch implementation of deep reinforcement Actor-Critic algorithms A2C and PPO
pytorch reinforcement-learning actor-critic deep-reinforcement-learning multi-process minigrid a2c a3c ppo advantage-actor-critic proximal-policy-optimization recurrent reward-shaping recurrent-neural-networks
Language:Python 189
MG2033 / A2C
A Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow
reinforcement-learning a2c actor-critic policy-gradient computer-vision gym openai-gym-environments openai-gym-agents
Language:Python 182
greydanus / baby-a3c
A high-performance Atari A3C agent in 180 lines of PyTorch
deep-reinforcement-learning a3c actor-critic pytorch pytorch-a3c atari pytorch-rl
Language:Python 168
Nasdin / 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
a3c a3c-lstm pytorch openai-gym reinforcement-learning universe lstm adam rmsprop reinforcement-learning-algorithms reinforcement-agents python deep-reinforcement-learning actor-critic asynchronous-advantage-actor-critic
Language:Jupyter Notebook 167
Rintarooo / TSP_DRL_PtrNet
"Neural Combinatorial Optimization with Reinforcement Learning"[Bello+, 2016], Traveling Salesman Problem solver
tsp deep-reinforcement-learning actor-critic pointer-networks active-search pytorch
Language:Python 149

actor-critic

MorvanZhou / Reinforcement-learning-with-tensorflow

vwxyzjn / cleanrl

simoninithomas / Deep_reinforcement_learning_Course

sweetice / Deep-reinforcement-learning-with-pytorch

ikostrikov / pytorch-a2c-ppo-acktr-gail

rlcode / reinforcement-learning

ikostrikov / pytorch-a3c

chainer / chainerrl

qfettes / DeepRL-Tutorials

jingweiz / pytorch-rl

yaserkl / RLSeq2Seq

omerbsezer / Reinforcement_learning_tutorial_with_demo

TianhongDai / reinforcement-learning-algorithms

mpatacchiola / dissecting-reinforcement-learning

MorvanZhou / pytorch-A3C

dgriff777 / rl_a3c_pytorch

inoryy / reaver

Omegastick / pytorch-cpp-rl

ChenglongChen / pytorch-DRL

yukezhu / tensorflow-reinforce

denisyarats / pytorch_sac

denisyarats / drq

Skylark0924 / Machine-Learning-is-ALL-You-Need

rlcode / reinforcement-learning-kr

PacktPublishing / Hands-On-Intelligent-Agents-with-OpenAI-Gym

kengz / openai_lab

sudharsan13296 / Deep-Reinforcement-Learning-With-Python

nikhilbarhate99 / Hierarchical-Actor-Critic-HAC-PyTorch

bentrevett / pytorch-rl

denisyarats / pytorch_sac_ae

heronsystems / adeptRL

lcswillems / torch-ac

MG2033 / A2C

greydanus / baby-a3c

Nasdin / ReinforcementLearning-AtariGame

Rintarooo / TSP_DRL_PtrNet