(Written) Ridge Regression: Show that the ridge regression estimates can be obtained by ordinary least squares regression on an augmented data set. We augment the centered matrix X with k additional rows with the value √λ​I and augment y with k zeros. The idea is that by introducing artificial data having response value zero, the fitting procedure is forced to shrink the coefficients toward zero.