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 changing as edge AI gains prominence. Edge AI encompasses deploying AI algorithms directly on devices at the network's periphery, ena