As the requirement for intelligent devices continues to climb, edge AI is emerging as a transformative technology. By bringing computationintelligence closer to the user, edge AI enables devices to analyze data in real time, leading to quicker actions and optimized performance. This shift empowers a new generation of smartdevices capable of learnin