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