Edge AI, an emerging technology, is bringing computation closer to data sources. It signifies processing information locally on devices including smartphones and sensors, rather than relying on centralized cloud servers. This shift offers a range of advantages, including faster response times. Moreover, Edge AI enables applications demanding real