Production-grade ML system predicting ICU 30-day readmission risk (MIMIC-IV, 48K patients). Complete pipeline: data cleaning → feature engineering (181 features) → LightGBM (0.79 AUC) → deployed Streamlit app. Healthcare AI portfolio project.
python bigquery data-science machine-learning sql ehr feature-engineering predictive-modeling critical-care patient-outcomes clinical-decision-support icu-readmission-prediction clinical-informatics streamlit healthcare-ml mimic-iv healthcare-analytics production-sql
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Updated
Feb 21, 2026 - Jupyter Notebook