We aim at bringing AI from data centers to the edge. Lower energy consumption will improve battery-powered devices autonomy. Moreover, no need for data transfer over the network will ultimately enhance privacy and provide better data security.
To help you getting familiar with the subject, here is an introductory post on binarized neural networks.