Embedded AI technology is the key factor for pushing AI technology into production. The NCTU research team led by Prof. Jiun-In Guo developed the embedded AI technology from three different aspects: data labeling, AI software model development and pruning, and AI computing platform. The research outcome in the past five years includes over 25 AI technology for ADAS/Self-driving applications, 90M labeled datasets, AI toolchain for model development as well as the low-power AI accelerator chip.