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 devices at the network's periphery, promises to revolutionize sectors by enabling real-time analysis and eliminating latency. This article delves into the fundamental pr