Averaging Ridge's alpha over the CV folds

[ArturoAmorQ]

As mentioned here in the forum, we should probably change content of the linear regularization notebook to not recommend to average the minimum of the best alpha values on each CV fold but instead average the CV scores of each CV fold and then take the value of alpha that minimize the average test score.