The realm of artificial intelligence evolves at an remarkable pace, and edge computing has emerged as a critical component in this transformation. By implementing AI models directly on devices at the network's edge, organizations can realize significant benefits. Edge AI solutions facilitate near TinyML applications real-time data processing, reduc