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Neuromorphic Sensing and Computing: Compelling Options for a Host of AI Applications

November 16, 2021 @ 4:00 am

Neuromorphic Sensing and Computing: Compelling Options for a Host of AI Applications-info-tech.vision

November 16, 2021 | 12:00PM EST

Neuromorphic Artificial intelligence (AI) is transforming the way we design chip processing units (xPUs) and accompanying sensors, as well as how we develop systems based on them. Neuromorphic suppliers are contending for market dominance, each with differing strategies for implementing AI in silicon and accompanying software. Deep learning, currently the predominant paradigm, leverages ever-larger neural networks, initially built with vast amounts of training information and subsequently fed with equally large sets of inference data coming from images and other sensors. This brute force approach requires powerful xPUs with exponentially growing performance metrics and is increasingly limited by cost, size, power consumption, and other constraints.

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