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