Tag: feature selection

1 entry tagged "feature selection" — 1 post, 0 links.

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Dec 22, 202515 min — Platform & AI

Correlation Is a Feature Screen, Not a Feature Strategy

A long-form feature-screening workflow that uses correlation for quick linear checks, then adds redundancy clustering, mutual information, chi-squared tests, L1 models, tree importances, permutation importance, and domain review.

Outcome: Defined a practical feature review loop that prevents teams from dropping useful nonlinear signals or keeping redundant features just because a correlation heatmap looked convincing.

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