As the requirement for intelligent devices continues to escalate, edge AI is emerging as a revolutionary force. By bringing computationintelligence closer to the data, edge AI enables devices to analyze data in real time, leading to quicker actions and enhanced performance. This movement empowers a new generation of smartdevices capable of learning