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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-timedecision making and autonomous systems. This shift disrupts the traditional server-based paradigm, delivering a range of benefits such as reduced latency}.

The landscape of artificial intelligence evolving rapidly, driven by the emergence of edge computing. Traditionally, AI workloads depended upon centralized data centers for processing power. However, this paradigm is evolving as edge AI emerges as a key player. Edge AI refers to deploying AI algorithms directly on devices at the network's frontier,