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---
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library_name: xgboost
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pipeline_tag: tabular-classification
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tags: [xgboost, ecg, heart-failure, hfrEF, synthetic-data, mlops]
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license: other
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--------------
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# ECG Heart Failure XGBoost
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**Educational XGBoost classifier** predicting synthetic **EF < 40%** from engineered ECG and clinical features.
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* **Data:** Synthetic only
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* **AUROC:** ~0.895
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* **Purpose:** Team 4 MLOps, registry, traceability and evaluation
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* **Clinical use:** **Not for clinical diagnosis or decision-making**
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