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