The emergence of edge AI is disrupting the technological landscape, pushing computation and intelligence closer to the data. This paradigm shift empowers real-time decision-making, reduces latency, and conserves bandwidth. Edge AI leverages powerful models trained on extensive datasets to perform sophisticated tasks directly on edge devices, reduci