They will require concerted science and engineering specifically focused on AI, including machine learning, robotics, computer vision, and knowledge representation; non-von Neumann architectures including neuromorphic engineering and other large-scale parallel designs; materials science; neurobiology; neural nets and cognitive science (to mine their principles), and the mathematics of dynamical an