@UGChris you can have a philosophical conversation about what KI is and what machine-learning. In any case I would recommend you use some of the resources recommended here and examine them. There also will be sample workflows.
One simple example where you will be able to interpret the model (rules that is) would be here with a decision tree (maybe also check the additional linked resources):