The problem with this type of research in particular is that these deep learning networks shine when they are trained for a very long time across many machines,

The problem with this type of research in particular is that these deep learning networks shine when they are trained for a very long time across many machines, and on huge quantities of data. In other words, serious engineering muscle is necessary that goes beyond what a few graduate students can do in a University setting.