The emergence of edge AI is revolutionizing the technological landscape, driving computation and intelligence closer to the data. This paradigm shift facilitates real-time decision-making, reduces latency, and utilizes bandwidth. Edge AI employs powerful algorithms trained on massive datasets to perform complex tasks directly on edge devices, elimi