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DATABRICKS-CERTIFIED-PROFESSIONAL-DATA-SCIENTIST · Question #8

RMSE is a good measure of accuracy, but only to compare forecasting errors of different models for a______, as it is scale-dependent.

The correct answer is B. Particular Variable. The RMSE serves to aggregate the magnitudes of the errors in predictions for various times into a single measure of predictive power. RMSE is a good measure of accuracy, but only to compare forecasting errors of different models for a particular variable and not between…

Model Evaluation and Selection

Question

RMSE is a good measure of accuracy, but only to compare forecasting errors of different models for a______, as it is scale-dependent.

Options

  • ABetween Variables
  • BParticular Variable
  • CAmong all the variables
  • DAll of the above are correct

How the community answered

(29 responses)
  • A
    3% (1)
  • B
    72% (21)
  • C
    14% (4)
  • D
    10% (3)

Explanation

The RMSE serves to aggregate the magnitudes of the errors in predictions for various times into a single measure of predictive power. RMSE is a good measure of accuracy, but only to compare forecasting errors of different models for a particular variable and not between variables, as it is scale-dependent.

Topics

#RMSE#scale-dependent metrics#model evaluation#forecasting

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