The realm of artificial intelligence is continuously evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the integration of AI algorithms directly on systems at the network's frontier, promises to revolutionize fields by enabling real-time processing and reducing latency. This article delves into the core principles of E