Deep learning is not the key to unlocking the Singularity

Vernor Vinge coined "The Singularity" in a 1993 essay, The Coming Technological Singularity, which denoted the end of the human era from a dominant superintelligence. Now, the leading scientists in AI debate when it will occur, I abstain for now. Ultimately, the question is, what tool or discovery is needed to let computers bypass human intelligence. The answer is not deep networks. Why will Deep Learning not surpass human intelligence -- a lack of true generalization?