I think what we can expect in the future is combinations of deep learning and new, as of yet unknown methods. Just as reinforcement learning made older AI concepts new again, I bet we will see a merge. One that I'm watching right now is IBMs neurosymbolic approaches, which are attempting to merge formal methods learned through deep learning techniques.