We combine nanophotonic design with artificial intelligence and machine learning to discover novel metasurfaces for sensing and imaging. High-throughput FDTD simulations generate large datasets, enabling inverse design and accelerated optimization. The fabricated structures unlock new possibilities for ultraviolet-to-infrared photonic devices. Our goal is to establish a scalable AI-driven platform that pioneers the next generation of multifunctional optoelectronic sensors.