The emergence of edge AI is transforming the technological landscape, pushing computation and intelligence closer to the origin. This paradigm shift empowers real-time decision-making, reduces latency, and utilizes bandwidth. Edge AI employs powerful architectures trained on vast datasets to perform advanced tasks directly on edge devices, eliminat