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Breast Cancer

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Python Programming Learning Circle
Python Programming Learning Circle
Feb 8, 2025 · Artificial Intelligence

Random Forest Classification with PCA and Hyper‑Parameter Tuning on the Breast Cancer Dataset

This tutorial walks through loading the scikit‑learn breast‑cancer dataset, preprocessing it, building baseline and PCA‑reduced Random Forest models, applying RandomizedSearchCV and GridSearchCV for hyper‑parameter optimization, and evaluating the final models using recall as the primary metric.

Breast CancerPCAhyperparameter tuning
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Random Forest Classification with PCA and Hyper‑Parameter Tuning on the Breast Cancer Dataset