Remember that only a handful of every thousand sandwiches from the sandwich hole are delicious. Rather than go through all the trouble of figuring out how to weight each ingredient, or how to use them in combination, the neural net may realize it can achieve 99.9 percent accuracy by rating each sandwich as terrible, no matter what.