Patient Risk Stratification Machine Learning Service

Build an advanced machine learning microservice using scikit-learn and FastAPI for comprehensive patient risk stratification across multiple chronic conditions. Develop sophisticated predictive models that integrate diverse health data sources, including genetic markers, lifestyle factors, and historical medical records. Create a modular architecture supporting multiple predictive algorithms, dynamic model selection, and comprehensive uncertainty quantification. Implement robust feature engineering pipelines and maintain strict HIPAA compliance.