Linear Regression, Ridge Regression, Penalty, Loss, Cost Function.
amount of shrinkage, leading to smaller coefficient estimates. On the other hand, a alpha value of zero eliminates the penalty term, reverting Ridge Regression to ordinary least squares regression. Derivation of Ridge Regression using OLS To derive the Ridge Regression coefficients, we will use the