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Health Gym

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About

Health Gym is a free and open-source platform providing synthetic health-related data for machine learning and clinical research. It offers realistic synthetic datasets for various health conditions (sepsis, acute hypotension, HIV) that can be freely downloaded for offline reinforcement learning algorithm development and testing. The datasets are created using Generative Adversarial Networks (GANs) and have undergone rigorous validation for accuracy and disclosure risk. Health Gym aims to promote safe and reproducible applications of RL in healthcare to improve patient care. Researchers can use the platform to prototype, test, and compare their offline RL algorithms.

Platform
Web
Keywords
machine learningreinforcement learninghealthcaresynthetic data
Task
data generation

Features

open-source platform

realistic datasets

reinforcement learning algorithm testing

synthetic health data generation

offline rl algorithms

Pricing Plans

Free
Free Plan

Access to all datasets

Open-source platform usage

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