Novel hardware to accelerate training and inference of neural nets can lead to much larger models, perhaps someday making possible the trillion-synapse neural net, say deep learning creators Geoffrey Hinton, Yoshua Bengio, and Yann LeCun. Also important is the impending revolution in robotics.