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