With the growth of data and the need for prompt insights, traditional centralized AI architectures are facing challenges. Edge AI emerges as a transformative paradigm, shifting intelligence to the very perimeter of our connected world. This novel concept empowers devices at the edge to process data locally, eliminating latency and unlocking a new A