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The emergence of edge computing is revolutionizing how we process information. By bringing machine learning algorithms to the very perimeter of the system, Edge AI empowers a new era of real-timeanalysis and autonomous systems. This shift transforms the traditional centralized paradigm, delivering a range of advantages such as real-time response}.

The landscape of artificial intelligence evolving rapidly, driven by the emergence of edge computing. Traditionally, AI workloads leveraged centralized data centers for processing power. However, this paradigm undergoing a transformation as edge AI gains prominence. Edge AI refers to deploying AI algorithms directly on devices at the network's peri