With the surge of data and the need for instantaneous insights, traditional centralized AI architectures are facing limitations. Edge AI emerges as a transformative paradigm, distributing intelligence to the very fringes of our connected world. This revolutionary approach empowers devices at the edge to interpret data locally, reducing latency and