Provenance Tutorial at ODSC 2019

Tutorial Materials

• Slides: Introduction to Provenance
• Slides: Provenance Tutorial
• Slides: Provenance Modelling Hands-on
• The Loan Decision scenario
• Notebook showing how provenance of the ML pipeline in the above scenario is recorded (see the provenance)

References

• PROV-Primer: A primer for the PROV data model
• PROV-Overview: An overview of the PROV family of documents
• Provenance: An Introduction to PROV (book)
• ProvToolbox: A Java library for the PROV data model
• PROV Python package