The domain 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 devices at the network's frontier, promises to revolutionize sectors by enabling real-time decision-making and eliminating latency. This article delves into the fundamenta