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Breast Cancer Prediction

Logistic regression classification with accuracy, ROC AUC, and error analysis.

Scikit-learnMLPython
Breast Cancer Prediction preview

Role

ModelingClassification

Tools

PythonPandasscikit-learn

Outcome

  • Strong baseline accuracy
  • Confusion matrix + ROC analysis

Features

Standardized features; train/validation split with stratification.

Modeling

LogReg baseline; threshold tuning for recall/precision trade-off.

Result

Strong AUC and calibrated probabilities; transparent coefficients.