Computer scienceData scienceMachine learningRegressionRegression metrics

MSE and RMSE

The RMSE scale

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The root mean squared error uses the same scale as the data under analysis. What does that mean?

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It means that the error value units match the predicted target value units

It means that we can compare the RMSE scores for different models and different datasets

It means that normally, the RMSE scores lie in the [0, 1] interval

RMSE scores only make sense on datasets with different scales

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