99% of applications for neural networks are just replacing sensors and measurement systems with a crude approximation implemented using image recognition that works (at best) only in the ideal demo scenario they present to investors/clients

A friend of mine worked for a company that was trying to sell a warning system for unfastened seatbelts using a webcam in the console