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DATA INPUT
PREPROCESSING
FEATURE ENGINEERING
39 final features
CLASS BALANCING
TRAIN 8
BASELINE
MODELS
HYPERPARAMETER
TUNING
ENSEMBLE
OPTIMIZATION
VALIDATION
[10 fold CV (0.9984 ± 0.0003 AUC)]
DEPLOYMENT
Final: 0.9666 AUC, 64.59%
Recall
Class Weights
Select top 2
Direct models
Stacking
[Threshold tuning + SHAP]
Streamlit app (single + batch prediction)
SMOTE (3:1)
efed
by jdsiwjiopj
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