Every training set will produce a different set of weights, even the same training set with produce different weights with different initialization, leave alone

Every training set will produce a different set of weights, even the same training set with produce different weights with different initialization, leave alone slightly different architectures. So what exactly is the point, except "look at us, we are so clever"?