In 2019, I wrote on the topic of discovering which features interact in a model agnostic manner, using an approach from a paper by Friedman and Popescu entitled Predictive Learning Via Rule Ensembles. I wanted to revisit the topic briefly and expand on it somewhat, given that scikit-learn has progressed …