In the early 1990s, securing a first-class degree was an exceptional feat, meriting the admiration of classmates, a few words from the vice-chancellor at graduation and a good job.

Abstract: Deep neural networks have seen tremendous success over the last years. Since the training is performed on digital hardware, in this paper, we analyze what actually can be computed on current ...