PolynomialFeatures in scikit-learn: Capture Feature Interactions in Python
PolynomialFeatures: expose interaction features so linear models can capture multiplicative effects and recover joint signals.
Learn a compact scikit-learn workflow (PolynomialFeatures, LinearRegression, Pipeline) to fit cross-powered weights, lower holdout MSE, and keep models interpretable.
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