The landscape of artificial intelligence is rapidly evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the integration of AI algorithms directly on endpoints at the network's edge, promises to revolutionize sectors by enabling real-time processing and eliminating latency. This article delves into the core principles of