Python Machine Learning Cookbook(Second Edition)
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Commonly, hyperparameters are all those values that can be freely set by the user, and that are generally optimized, maximizing the accuracy on the validation data with appropriate research. Even the choice of a technique rather than another can be seen as a categorical hyperparameter, which has as many values as the methods we can choose from.