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