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Interpret ROC Curve for Classifier

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Model Evaluation
Asked at 1 company1AUC-ROCConfusion MatrixThreshold Tuning
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Problem

Scenario

You are reviewing a classification model that outputs a score for each case, and the team has plotted an ROC curve from the validation set. They want to know what the curve says about how well the model separates the two classes and how to think about the operating threshold.

Question

How would you interpret an ROC curve for a classification model?

Problem

Scenario

You are reviewing a classification model that outputs a score for each case, and the team has plotted an ROC curve from the validation set. They want to know what the curve says about how well the model separates the two classes and how to think about the operating threshold.

Question

How would you interpret an ROC curve for a classification model?

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