I remember wanting to train a neural net for my MSc thesis more than 20 years ago, but my tutor recommended against doing so for precisely this reason, i.e. he said it is very difficult to prove your results. While not being able to prove your results might be a bad idea if you're trying to get your MSc, I don't see it holding back other advances.