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library_name: xgboost pipeline_tag: tabular-classification tags: [xgboost, ecg, heart-failure, hfrEF, synthetic-data, mlops] license: other

ECG Heart Failure XGBoost

Educational XGBoost classifier predicting synthetic EF < 40% from engineered ECG and clinical features.

  • Data: Synthetic only
  • AUROC: ~0.895
  • Purpose: Team 4 MLOps, registry, traceability and evaluation
  • Clinical use: Not for clinical diagnosis or decision-making
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