III.B · Domain III
Governing data in training and testing
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Data governance for model building: lawful rights to data, quality and fitness for purpose, lineage and provenance, and the testing regimes that prove the model behaves.
Domain III exam essentials →What you should be able to do
- III.B.1 Govern training and testing data: lawful rights to use it, quality, quantity, integrity and fitness for purpose.
- III.B.2 Maintain data lineage and provenance.
- III.B.3 Run training and testing regimes: unit, integration, validation, performance, security, bias and interpretability testing.
- III.B.4 Manage issues and risks discovered during development.
- III.B.5 Document data handling and test results.
Lessons
Lessons for this competency are coming as they’re published.
The ring fills from question performance, not from reading. Finishing a lesson marks it seen (check mark); the competency is mastered only when you answer its questions correctly.