The rise of integrated devices has spurred a critical evolution in artificial intelligence: Edge AI. Rather than relying solely on centralized-based processing, Edge AI brings information analysis and decision-making directly to the unit itself. This paradigm shift unlocks a multitude of advantages, including reduced latency – a vital considerati