ML Lineage for trustworthy machine learning systems

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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.