The landscape of artificial intelligence is progressively 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 periphery, promises to revolutionize sectors by enabling real-time decision-making and eliminating latency. This article delves into the