PyHealth
Visit ToolPyHealth is an open-source deep learning Python toolkit for healthcare applications. It simplifies clinical predictive modeling with a modular 5-stage pipeline and supports various medical tasks and datasets.
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PyHealth is an open-source deep learning Python toolkit for healthcare applications. It simplifies clinical predictive modeling with a modular 5-stage pipeline and supports various medical tasks and datasets.
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About
PyHealth is a comprehensive, open-source deep learning Python toolkit designed to support clinical predictive modeling for both ML researchers and medical practitioners. It aims to make healthcare AI applications easier to develop, test, and deploy, offering flexibility and customizability. Key features include a modular 5-stage pipeline, a healthcare-first approach with support for medical codes and clinical datasets like MIMIC and eICU, and over 33 pre-built models with production-ready trainers and metrics. The toolkit supports more than 10 healthcare tasks and datasets, providing fast data processing for quick experimentation. PyHealth also includes independent modules for medical code mapping (pyhealth.medcode) and medical code tokenization (pyhealth.tokenizer), enhancing its utility for complex healthcare data.
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Open Source
Free
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