Physics Has Models. Machine Learning Has Black Boxes.

A physics model can be worked out from first principles — derived, interrogated, and defended line by line. A machine learning model can only be trusted. The difference is not academic. It is the difference between analytics you can stand behind and analytics that runs on "trust me."