Edge AI is emerging as a transformative force in the realm of artificial intelligence. By pushing AI capabilities to the edge, devices can analyze data in real time, minimizing the need for constant linkage to central servers. This localized processing offers numerous advantages, including real-time response times, optimized privacy, and diminished