Deep Data Integration

Abstract

We are witnessing the widespread adoption of deep learning techniques as avant-garde solutions to different computational problems in recent years. In data integration, the use of deep learning techniques has helped establish several state-of-the-art results in long standing problems, including information extraction, entity matching, data cleaning, and table understanding. In this talk, I will reflect on the strengths of deep learning and how that has helped move the needle in data integration. I will also discuss a few challenges associated with solutions based on deep learning techniques and describe some opportunities for the data management community.