Machine Learning, Neural Networks, Optimization, Mathematics.
take so long to train neural nets?” Conv nets trained in the 80s on handwritten digits took about 1 week to train on hardware of the day. Today’s research conferences want your methods demonstrated on ImageNet-sized datasets, which also take a week on hardware of the day (a single high end GPU).