Top 48 a3c open source projects

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

A3c Pytorch

PyTorch implementation of Advantage async actor-critic Algorithms (A3C) in PyTorch

✭ 108

python deep-reinforcement-learning a3c

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

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

Reinforcement learning

Reinforcement learning tutorials

✭ 82

python reinforcement-learning dqn ppo policy-gradient a3c

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

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

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

A3c

MXNET + OpenAI Gym implementation of A3C from "Asynchronous Methods for Deep Reinforcement Learning"

✭ 9

python deep-learning reinforcement-learning mxnet a3c

Slm Lab

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

✭ 904

python pytorch reinforcement-learning benchmark deep-reinforcement-learning dqn ppo policy-gradient a3c

Bombora

My experimentations with Reinforcement Learning in Pytorch

✭ 18

python pytorch reinforcement-learning a3c

Tensorlayer

Deep Learning and Reinforcement Learning Library for Scientists and Engineers 🔥

✭ 6,796

python deep-learning tensorflow neural-network artificial-intelligence reinforcement-learning object-detection google gan chatbot imagenet tensorflow-tutorials dqn a3c tensorlayer tensorflow-tutorial

Super Mario Bros A3c Pytorch

Asynchronous Advantage Actor-Critic (A3C) algorithm for Super Mario Bros

✭ 775

python deep-learning pytorch reinforcement-learning ai gym a3c

Btgym

Scalable, event-driven, deep-learning-friendly backtesting library

✭ 765

python hacktoberfest tensorflow reinforcement-learning time-series deep-reinforcement-learning openai-gym policy-gradient a3c unreal

Reinforcement Learning With Tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Pytorch Rl

Deep Reinforcement Learning with pytorch & visdom

✭ 745

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

Async deep reinforce

Asynchronous Methods for Deep Reinforcement Learning

✭ 565

python deep-learning tensorflow reinforcement-learning a3c

Rl a3c pytorch

A3C LSTM Atari with Pytorch plus A3G design

✭ 482

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

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

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 A3c

Simple A3C implementation with pytorch + multiprocessing

✭ 364

python pytorch neural-network gym multiprocessing actor-critic a3c

Ai Blog

Accompanying repository for Let's make a DQN / A3C series.

✭ 351

python tensorflow tutorial keras reinforcement-learning dqn a3c

Rl4j

Deep Reinforcement Learning for the JVM (Deep-Q, A3C)

✭ 330

java artificial-intelligence reinforcement-learning dqn a3c doom deeplearning4j

Rl Starter Files

RL starter files in order to immediatly train, visualize and evaluate an agent without writing any line of code

✭ 325

python pytorch ppo a3c

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

Pysc2 Agents

This is a simple implementation of DeepMind's PySC2 RL agents.

✭ 262

python reinforcement-learning a3c

pysc2-rl-agents

StarCraft II / PySC2 Deep Reinforcement Learning Agents (A2C)

✭ 124

python tensorflow deep-reinforcement-learning a3c starcraft-ii a2c pysc2 pysc2-agent pysc2-mini-games

Deep-Reinforcement-Learning-Notebooks

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.

a3c

PyTorch implementation of "Asynchronous advantage actor-critic"

✭ 21

Jupyter Notebook python openai-gym pytorch a3c

tf-a3c-gpu

Tensorflow implementation of A3C algorithm

✭ 49

python reinforcement-learning tensorflow openai-gym a3c

rl-bigwatermelon

用深度强化学习玩合成大西瓜

✭ 22

javascript python HTML CSS game reinforcement-learning a3c watermelon reinforcement-learning-environments

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

pytorch-noreward-rl

pytorch implementation of Curiosity-driven Exploration by Self-supervised Prediction

✭ 79

python deep-reinforcement-learning pytorch a3c

cups-rl

Customisable Unified Physical Simulations (CUPS) for Reinforcement Learning. Experiments run on the ai2thor environment (http://ai2thor.allenai.org/) e.g. using A3C, RainbowDQN and A3C_GA (Gated Attention multi-modal fusion) for Task-Oriented Language Grounding (tasks specified by natural language instructions) e.g. "Pick up the Cup or else"