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, decentralizing intelligence to the very fringes of our wired world. This revolutionary approach empowers devices at the edge to process data locally, eliminating latency and facilitati