Tag: interpretability

1 entry tagged "interpretability" — 1 post, 0 links.

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Oct 11, 202516 min — Platform & AI

Plain-Language Machine Learning Metrics for Real Decisions

A practical explanation of ML metrics with decision tables for regression tolerance, rare-event classification, threshold tradeoffs, and the failure case where accuracy looked good but the decision failed.

Outcome: Clarified how metric choice, threshold design, tree-based pattern discovery, and logit interpretation affect whether ML outputs are useful for action.

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