Case Study 05
Breast Cancer Multi-Class Classifier
Clinical ML classification pipeline
Apr 2024 – May 2024
PythonTensorFlowKerasScikit-learnPandasNumPy
End-to-end Python pipeline for breast cancer subtype prediction with SMOTE, RFE feature selection, dimensionality reduction, and leakage-aware evaluation.
What I did
2- 01
End-to-end Python pipeline for breast cancer subtype prediction with SMOTE, RFE feature selection, dimensionality reduction, and leakage-aware evaluation.
- 02
Benchmarked Random Forest, SVM, Gradient Boosting, and tuned TensorFlow/Keras networks with GridSearchCV, Keras Tuner, and StratifiedKFold.
Tech stack
PythonTensorFlowKerasScikit-learnPandasNumPy
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