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Advancing data systems and analytics that enable scalable insights, intelligent applications, and scientific discovery.
FLAML is a lightweight Python library (https://github.com/microsoft/FLAM) that finds accurate machine learning models automatically, efficiently and economically. It frees users from selecting learners and hyperparameters for each learner. It is fast and economical. Please check…
SIGMOD 2021 Demonstration Paper: CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning
Authors: Anna Fariha, Ashish Tiwari, Arjun Radhakrishna, Sumit Gulwani Abstract: In data-driven systems, we often encounter tuples on which the predictions of a machine-learned model are untrustworthy. A key cause of such untrustworthiness is non-conformance…
