3.3.1 · Lesson 9 of 15
Model Governance & Transparency
Document model provenance, operational parameters, limitations, and evaluation metrics for audit readiness.
WHAT
Document model provenance, operational parameters, limitations, and evaluation metrics.
HOW
Use SageMaker Model Cards to programmatically store model versioning, training data details, baseline metrics, and intended usage boundaries.
WHEN TO USE
- Custom / fine-tuned models on SageMaker AI
- Regulatory audits requiring model documentation
- Enterprise approval gates before production
EXAM TRAP
KMS keys encrypt data — they do not replace Model Cards as compliance documentation.
Key points
- SageMaker Model Cards
- Training data details
- Baseline metrics
- Intended usage boundaries
- Versioned model documentation
Exam focus
SageMaker Model Cards are the standardized artifact for training parameters, evaluation metrics, and intended operational limitations.