As other commenters have expounded on, the short answer is "no". While I definitely agree that one must be careful about falling into the trap of thinking every

As other commenters have expounded on, the short answer is "no". While I definitely agree that one must be careful about falling into the trap of thinking everything is a nail to be hammered with NNs, it's also pretty common to fall into the "this is easy, why don't you just..." trap for things that humans do with (relative) ease.