There's no such thing as a PhD in deep learning. Your best bet is going to be doing machine learning at a top-tier CS school that has someone who is interested

There's no such thing as a PhD in deep learning. Your best bet is going to be doing machine learning at a top-tier CS school that has someone who is interested in it. But you're still going to have to take architecture, algorithms, OSes, TA, etc.