Ante-Hoc
Interpretability is achieved by restricting the complexity of the model. For example by using models that are already interpretable like
You get a less performant model but not generally less accurate. BUT you can be much more confident in the model.
First do something simple, then do something complex and achieve Interpretability Post-Hoc.