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Explain the purpose of the training, validation, and test data sets in data mining

Explain the purpose of the training, validation, and test data sets in data mining

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During the data mining, the model is created to examine the data , teach model to learn the mistakes from the same and offer a conclusion on the model performance. Thus, in each step the data is used differently which makes it important for a dataset to play a role. “Training set” consists of the set of input data which model gets fit in and model is trained in the same by making proper adjustments of the parameters. ‘Validation set’ is used check the model which trained using ‘training’ data set to assess periodically. This would help to understand the accuracy of the model. Finally, the ‘test set’ is used to make the final evaluation of the work carried out in the earlier steps (using training and validation sets). This is one of the important step to carried for the ‘model generalization’ and getting to the know the accuracy.

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