The emergence of edge AI is revolutionizing the technological landscape, pushing computation and intelligence closer to the source. This paradigm shift enables real-time decision-making, reduces latency, and optimizes bandwidth. Edge AI utilizes powerful models trained on vast datasets to perform complex tasks directly on edge devices, eliminating