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Evaluate Regression with RMSE and MAE

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Problem

Scenario

You have trained a regression model and need to explain its performance to the team. The discussion is focused on how to judge prediction error using common regression metrics and how those metrics can lead to different conclusions.

Question

How would you evaluate a regression model using RMSE and MAE?