Linear Regression, Ridge Regression, Penalty, Loss, Cost Function.
predictor variables. w is the vector of coefficient estimates. alpha is the regularization parameter that controls the strength of the penalty term. The penalty term, alpha * ||w||², is the L2 norm of the coefficient vector w, multiplied by aplha. It adds a penalty based on the square of the