The realm of artificial intelligence is rapidly evolving, and with it comes a surge in the adoption of edge computing. Edge AI, the implementation of AI algorithms directly on devices at the network's frontier, promises to revolutionize sectors by enabling TinyML applications real-time decision-making and eliminating latency. This article delves in