The rise of artificial intelligence has revolutionized numerous industries, however traditional centralized AI models often face limitations in terms of latency, bandwidth requirements, and data privacy concerns. To overcome these hurdles, Edge AI emerges as a transformative paradigm, distributing intelligence to the very edge of the network where