Linear Regression, Ridge Regression, Penalty, Loss, Cost Function.
need to modify the OLS objective function by adding the regularization term alpha * ||w||². The modified objective function becomes: minimize: SSR + alpha * ||w||² To find the coefficients that minimize this modified objective function, we differentiate it with respect to w and set the derivative