The emergence of edge AI is disrupting the technological landscape, bringing computation and intelligence closer to the origin. This paradigm shift enables real-time decision-making, reduces latency, and conserves bandwidth. Edge AI utilizes powerful models trained on massive datasets to perform sophisticated tasks directly on edge devices, elimina