With the surge of data and the need for prompt insights, traditional centralized AI architectures are facing obstacles. Edge AI emerges as a transformative paradigm, distributing intelligence to the very fringes of our digital world. This paradigm shift empowers devices at the edge to analyze data locally, reducing latency and facilitating a new re