A model-development team uses sales records to predict customer churn. Why should it separate training examples from suitable evaluation examples?

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  1. To eliminate all data-preparation work
  2. To guarantee future customer behavior can never change
  3. To ensure evaluation records are used repeatedly as training labels
  4. To assess whether learned patterns generalize beyond the examples used to fit the model

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