Question: In machine learning, what role does regularization play? decreasing the size of the input data enhancing the graphical representation of data preventing overfitting by adding

In machine learning, what role does "regularization" play?
decreasing the size of the input data
enhancing the graphical representation of data
preventing overfitting by adding a penalty on complexity
increasing the speed of the learning algorithm
In machine learning, what role does

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