Does Masterful optimization face alters the model's weights?

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I would like some clarification about the Masterful API. Which is the difference between the optimization face and the regularization/training face?. They mention:

Optimization means finding the best weights for a model and training data.

Does this imply that the optimization phace alters the model’s weight? Or is it only about finding the best hyperparameter set up?.

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