January 2018
Intermediate to advanced
470 pages
11h 9m
English
Content preview from Scala Machine Learning Projects
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Step 8 - Evaluating the model
In order to verify the quality of the model, Root Mean Squared Error (RMSE) is used to measure the difference between values predicted by a model and the values actually observed. By default, the smaller the calculated error, the better the model. In order to test the quality of the model, the test data is used (which was split in step 4).
According to many machine learning practitioners, RMSE is a good measure of accuracy, but only for comparing forecasting errors of different models for a particular variable. They say it is not fit for comparing between variables as it is scale dependent. The following line of code calculates the RMSE value for the model that was trained using the training set:
val rmseTest ...
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