The landscape of artificial intelligence transcending 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 takes center stage. Edge AI represents deploying AI algorithms directly on devices at the network's periphery