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Choose the Right Evaluation Metric

Medium
Model Evaluation
Asked at 14 companies14AccuracyPrecisionRecallF1 Score
Asked 1mo ago|HCLTech
Also asked at
Reliance IndustriesRambollCBREThalesCHEPChange Healthcare

Problem

Scenario

You are evaluating a classification model for a business team that wants to use one score to judge whether the model is good enough to ship. The team cares about the business outcome, but different stakeholders keep asking for different metrics.

Question

How do you choose the right metric for a business goal when evaluating a model?

Problem

Scenario

You are evaluating a classification model for a business team that wants to use one score to judge whether the model is good enough to ship. The team cares about the business outcome, but different stakeholders keep asking for different metrics.

Question

How do you choose the right metric for a business goal when evaluating a model?

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