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Many devices attempt to lessen overfitting by rewarding a concept in accordance with how properly it suits the data but penalizing the theory in accordance with how elaborate the theory is.[a hundred thirty] Other restrictions and vulnerabilitiesIllustration of linear regression over a data set Regression analysis encompasses a substantial a number