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