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