As the requirement for intelligent devices continues to soar, edge AI is emerging as a revolutionary force. By bringing computationintelligence closer to the source, edge AI enables devices to process data in real time, leading to quicker actions and optimized performance. This trend empowers a new generation of smartapplications capable of learnin