AWS Certified AI Practitioner
Data Lineage, Provenance, and Source Citation
How to document where data came from and what was done to it: cataloging with AWS Glue, SageMaker ML Lineage Tracking, Model Cards, and citations at inference time.
Intermediate 20 minutes 6 Learning Objectives
- Distinguish provenance, lineage, and cataloging, and name the question each one answers
- Describe what the AWS Glue Data Catalog records and how crawlers populate it
- Explain what Amazon SageMaker ML Lineage Tracking captures and why it enables reproducibility
- Identify what belongs in a SageMaker Model Card, including intended uses and risk rating
- Compare Model Cards, AI Service Cards, and the Model Registry
- Explain how Amazon Bedrock Knowledge Bases returns citations with a generated response