The realm of artificial intelligence is progressively 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 periphery, promises to revolutionize fields by enabling real-time analysis and eliminating latency. This article delves into the fundamental princi