Embedded systems are incorporating Artificial Intelligence (AI) to become smarter and more capable.AI in embedded systems runs on limited hardware, requiring optimization through TinyML.TinyML optimizes ML models for ultra-low-power microcontrollers.Embedded AI will play a significant role in managing energy, traffic, and waste efficiently in smart cities and homes.