The emergence of edge AI is transforming the technological landscape, bringing computation and intelligence closer to the origin. This paradigm shift facilitates real-time decision-making, reduces latency, and utilizes bandwidth. Edge AI leverages powerful architectures trained on extensive datasets to perform sophisticated tasks directly on edge d