The emergence of edge AI is transforming the technological landscape, bringing computation and intelligence closer to the source. This paradigm shift facilitates real-time decision-making, reduces latency, and optimizes bandwidth. Edge AI employs powerful algorithms trained on massive datasets to perform sophisticated tasks directly on edge devices