With the surge of data and the need for real-time insights, traditional centralized AI architectures are facing challenges. Edge AI emerges as a transformative paradigm, distributing intelligence to the very fringes of our connected world. This novel concept empowers devices at the edge to interpret data locally, eliminating latency and unlocking a