The Future of Consumer Edge-AI Computing

10/19/2022

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by   Stefanos Laskaridis, et al.

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Deep Learning has proliferated dramatically across consumer devices in less than a decade, but has been largely powered through the hardware acceleration within isolated devices. Nonetheless, clear signals exist that the next decade of consumer intelligence will require levels of resources, a mixing of modalities and a collaboration of devices that will demand a significant pivot beyond hardware alone. To accomplish this, we believe a new Edge-AI paradigm will be necessary for this transition to be possible in a sustainable manner, without trespassing user-privacy or hurting quality of experience.