Lily (Xianling) Zhang is a Machine Learning Research Scientist at Ford Autonomy team, Palo Alto. The talk will focus on her work on delivering AI-based data-centric solutions that empower deep learning for Ford self-driving vision tasks. The workstreams and results have been covered in her recent CVPR publications: synthetic data rendering, real data manipulation and augmentation, image data selection and retrieval, which all fall into this same umbrella -- Data Intelligence.