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