Ridge Regression's formula issue

[hntee]

In ridge_regression.py , wrote w* = argmin |t - X @ w| + alpha * |w|_2^2.

But according to https://en.wikipedia.org/wiki/Tikhonov_regularization , the loss is in second order.

Did I miss something?