Deep learning is an imitation of evolving an organism with useful behavior, not of educating an intelligent organism. Since computers will always be much smaller than the world, this method will never lead to an intelligent program, no matter how much computation is scaled up.
While it's possible someone will come up with another paradigm that will succeed, if they don't, @robinhanson may turn out to be right about ems being easier than directly programmed AI.