Question: What is the purpose of a train - test split during the data preparation phase? To divide the data into subsets for training and testing

What is the purpose of a train-test split during the data preparation phase?
To divide the data into subsets for training and testing the model
To balance the distribution of classes in the dataset
To separate features from the target variable
To create a validation set for hyperparameter tuning

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