It would be good to add a section on regularization, perhaps building on https://github.com/carpentries-incubator/machine-learning-novice-python/blob/gh-pages/_episodes/04-modelling.md to introduce [regression with an L1 constraint](https://en.wikipedia.org/wiki/Lasso_(statistics)).