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Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines
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We describe machine learning (ML) lineage as a framework to holistically capture and connect the required information about ML model development and operations. ML lineage distinguishes between model and prediction levels, conceptually encompassing separate yet interconnected core domains for the project, experiment, model, and prediction.
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Publication details
- DOI
- 10.1109/ms.2024.3414317
- OpenAlex
- W4399801326
- Document type
- article
- Language
- EN
- Source
- IEEE Software
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