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 systems at the network's frontier, promises to revolutionize industries by enabling real-time processing and minimizing latency. This article delves into the core principles