Note though that the moment you go beyond single decision trees, with say random forests, boosted trees or bagged decision trees, the models become less and les

Note though that the moment you go beyond single decision trees, with say random forests, boosted trees or bagged decision trees, the models become less and less interpretable. They "look" like rules, but with multiple disjoint sets of them its hard to intuit how they interact.