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