The landscape of artificial intelligence is continuously evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the implementation of AI algorithms directly on endpoints at the network's frontier, promises to revolutionize fields by enabling real-time analysis and minimizing latency. This article delves into the intrinsic p