The transition of deep learning from centralized cloud training toward distributed edge inference is fundamentally reshaping the competitive dynamics of the deep learning market, creating new opportunities for hardware vendors, software platforms, and application developers that can deliver sophisticated neural network capabilities within the stringent constraints of edge environments. Edge...