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oh hi everyone um my name is tianji Im a PhD student from the University of Michigan today Im gonna present my summer internal work at Sigma Computing uh in this project we focus on sigmas data Discovery problem over data and cloud data warehouses a little bit background of data discovery which is a popular topic of data integration in recent years researchers have studied data Discovery in different scenarios including what table Corporal data light and open data portals uh the basic goal is to find connections between data sets and provide search functionalities Beyond keyword search especially for semi-structured data and data likes um our observation is that data Discovery is not only a challenge for data lakes or webtable corporate but also a challenge for structured data in Enterprise cloud data warehouses when we talk with business users they always face similar challenges of finding related data uh we attribute this to a few factors uh first uh in large cloud data warehouse