Data platforms and analytics
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Fast and Lightweight AutoML – a brief overview
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…
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CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning
SIGMOD 2021 Demonstration Paper: CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning
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ExTuNe: Explaining Tuple Non-conformance
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…
