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A package to capture FAIR-compliant provenance for scikit-learn workflows.

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skfair

skfair is a Python package that provides a wrapper for scikit-learn estimators to automatically capture FAIR compliant provenance metadata for ML workflows. It packages each training run as a standardised RO-Crate research object, making experiments more transparent, reproducible, and interoperable.

¹ This package is based on a research project conducted at The University of Manchester, 2025.
Research report: [TODO: add link after submission]

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