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