534 Open source projects that are alternatives of or similar to Automata

Implementation of EMNLP 2017 Paper "Natural Language Does Not Emerge 'Naturally' in Multi-Agent Dialog" using PyTorch and ParlAI

강화학습에 대한 기본적인 알고리즘 구현

Python Implementation of Reinforcement Learning: An Introduction

We tested 3 approaches for Pair Trading: distance, cointegration and reinforcement learning approach.

Connecting Torch to StarCraft

Collection of lectures and lab lectures on machine learning and deep learning. Lab practices in Python and TensorFlow.

🤖 Implements of Reinforcement Learning algorithms.

Deep Reinforcement Learning (DRL) agents applied to medical images

Code for the paper: Benhenda, M. 2017. ChemGAN challenge for drug discovery: can AI reproduce natural chemical diversity? arXiv preprint arXiv:1708.08227.

Coursera Reinforcement Learning Specialization by University of Alberta & Alberta Machine Intelligence Institute

Unofficial Pytorch code for "Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models"

Gym Electric Motor (GEM): An OpenAI Gym Environment for Electric Motors

Clone of OpenAI's Spinning Up in PyTorch

Code for "MojiTalk: Generating Emotional Responses at Scale" https://arxiv.org/abs/1711.04090

Teach a Quadcopter How to Fly!

Use AWS RoboMaker and demonstrate running a simulation which trains a reinforcement learning (RL) model to drive a car around a track

in progress

Direct Future Prediction (DFP ) in Keras

Implementation of the paper "Towards Optimally Decentralized Multi-Robot Collision Avoidance via Deep Reinforcement Learning"

Framework for developing OpenAI Gym robotics environments simulated with Ignition Gazebo

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

Exercise Solutions for Reinforcement Learning: An Introduction [2nd Edition]

The multi-agent version of TORCS for developing control algorithms for fully autonomous driving in the cluttered, multi-agent settings of everyday life.

SeqGAN tensorflow implementation

Reinforcement learning models in ViZDoom environment

Master Thesis: Limit order placement with Reinforcement Learning

Reinforcement Learning and Transfer Learning based StarCraft Micromanagement

ROS 2 enabled Machine Learning algorithms

Using RGB Image as Visual Input for Mapless Robot Navigation

Hierarchical Bayesian modeling of RLDM tasks, using R & Python

Machine learning, in numpy

Resources, papers, tutorials

OpenAI's cartpole env solver.

A lightweight contextual bandit & reinforcement learning library designed to be used in production Python services.

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

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

🙄 Difficult algorithm, Simple code.

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

Reinforcement Learning Cheat Sheet

Julia code for the book Reinforcement Learning An Introduction

Highly Modular and Scalable Reinforcement Learning

Implementation of Inverse Reinforcement Learning Algorithm on a toy car in a 2D world problem, (Apprenticeship Learning via Inverse Reinforcement Learning Abbeel & Ng, 2004)

A framework using TensorFlow.js for Deep Reinforcement Learning

C51-DDQN in Keras

Repository for codes of Deep Reinforcement Learning (DRL) lectured at Samsung

AI for Snake game trained from pixels using Deep Reinforcement Learning (DQN).

Solving OpenAI Gym problems.

Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

[ICML 2020] PyTorch Code for "One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control"

Initiative to read research papers

Deep Neuroevolution

Learning human driver models from NGSIM data with imitation learning.

🎮 Advanced Deep Learning and Reinforcement Learning at UCL & DeepMind | YouTube videos 👉

Startcraft II Machine Learning research with DeepMind pysc2 python library .mini-games and agents.

AIXIjs - General Reinforcement Learning in the Browser

A Python interface for reinforcement learning environments

State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox

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

Study E-Book(ComputerVision DeepLearning MachineLearning Math NLP Python ReinforcementLearning)