The classic game of rock-paper-scissors using Machine Learning on Device. So the user can interact in real time with the webcam and the app understands what a given hand gesture means.
A blog was written explaining the key concepts of this app. You can check it out HERE.
Here is an image of the architecture used for this application in a very high level.