Doing Machine Learning the Wrong Way

The load_boston dataset that we've been using in this tutorial comes with some ethical conerns attached which is why it will be removed in a future version of scikit-learn.

You can see the discussion on the removal of the dataset on this github issue.

You should also feel invited to read this medium article on the dataset if you're interested in topics of fairness in relation to ML.