Deep Learning, indeed, is limited in scope compared to the broader vistas of the AI landscape. I see much brighter opportunities for general purpose human-like AI based upon advances in the cognitive sciences and over 500 million years of neural evolution. See my post on Human-like AI and the Sentient Web ( It is up to us to change the future!