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
Task
Features
• open-source platform
• realistic datasets
• reinforcement learning algorithm testing
• synthetic health data generation
• offline rl algorithms
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