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Cross-validation is a process in which you estimate a prediction model based on a sample subset of the data. You split the data into two subsets — a training set and a test set. To ensure that the training set has enough samples to produce meaningful results, you should not use too small a training set. Conversely, a large training set can be overfitting, leading to a bad fit for the test set. The key to good cross-validation is to use a good ratio of training set and test set. read here One widely used method is a strat

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