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FeatInsight: An Online ML Feature Management System on 4Paradigm Sage-Studio Platform

  • Feature management is essential for many online machine learning applications.
  • FeatInsight is a system that supports the entire feature lifecycle, including design, storage, computation, verification, and lineage management.
  • FeatInsight has been deployed in over 100 real-world scenarios on 4Paradigm's Sage Studio platform, handling a large feature space and enabling rapid updates.
  • FeatInsight enhances feature design efficiency and improves feature computation performance.

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