The emergence of edge AI is revolutionizing the technological landscape, driving computation and intelligence closer to the source. This paradigm shift empowers real-time decision-making, reduces latency, and conserves bandwidth. Edge AI employs powerful algorithms trained on extensive datasets to perform advanced tasks directly on edge devices, mi