I've been liking Explainable Boosting Machines lately (kind of a cross between a GAM and a tree). They also have decision trees. Haven't tested them in production yet but they're pretty to look at.

[0] https://interpret.ml/docs/ebm.html [1] https://interpret.ml/docs/dt.html

https://github.com/parrt/dtreeviz has several interesting visualisation