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Hands-on training about overfitting

Fig 10

The proper workflow for cross-validation that includes data preprocessing.

In this workflow preprocessing is not done prior to splitting the data. The preprocessing recipe, provided by the Preprocess widget, enters the cross-validation procedure and is applied to each training data subset separately, without being informed by the data that is used in testing.

Fig 10

doi: https://doi.org/10.1371/journal.pcbi.1008671.g010