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Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines

  • IEEE Software
  • IEEE Computer Society
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Abstract

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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