Arguing that using a neural network instead of a simpler classifier is a good idea because of recent developments in deep learning is like arguing that driving

Arguing that using a neural network instead of a simpler classifier is a good idea because of recent developments in deep learning is like arguing that driving a car from the 50s is safer than taking a train because of recent developments in airbag/cruise control technology.