My research focuses on designing methods, algorithms, and systems that assist the users in complex and necessary tasks for data intelligence and critical decision making. These tasks combine core data management and engineering techniques (including data integration, fusion, cleaning, and preparation) with statistical machine learning methods. The final goal is to let the users focus exclusively on the logic of their application, without being concerned by the underlying models or the execution details of data preprocessing, feature and ML model engineering.