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 gains prominence. Edge AI refers to deploying AI algorithms directly on devices at the network's edge, enabling r