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Conference: Transform X 2021
Authors: Chun Jiang, Alessya (Labzhinova) Visnjic, Adrian Macneil, Ville Tuulos, Elliot Branson
2021-10-07
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Importance of structured and quality data cataloging for machine learning in production
- Structured and easily queryable location for data cataloging is important
- Quality of data should be known to avoid wasting time on processing and feature processing
- Catch regressions early by putting checks upstream in the build process
- Lock device version for on-device logging
- Record metadata for debugging purposes
- Involve subject matter experts for debugging machine learning models