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Briefly explain why it is usually not objective to evaluate a classifier's performance based on the training data set? Why poor out-of-sample predictive accuracy sometimes

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Briefly explain why it is usually not objective to evaluate a classifier's performance based on the training data set? Why poor out-of-sample predictive accuracy sometimes signals the problem of overfitting'? 6

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