Recording the origin of each data source and every: Which activity most directly fulfills that requirement?
Lineage and provenance capture the origin of data and the transformations it undergoes on the path into the training set.
The question
A governance team is asked to document the data lineage and provenance of a training dataset. Which activity most directly fulfills that requirement?
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- Recording the origin of each data source and every transformation applied on the way to the training set. ✓Lineage and provenance describe where data came from and how it was transformed and moved into the training set.
- Measuring the trained model's predictive accuracy against a held-out validation set before its public release.Plausible but this is validation testing of model performance, not documentation of the data's origin and path.
- Cataloging the compute resources and the specific hyperparameters that were consumed during each training run.Plausible but this records the training configuration, not the source and transformation history of the data.
- Listing the access permissions and the encryption keys applied to the stored training dataset.Plausible but this is data security control, not a record of where the data originated and how it changed.
The trap
Treating lineage/provenance as a security or performance activity rather than a record of data origin and transformation. How to remember it
Lineage and provenance capture the origin of data and the transformations it undergoes on the path into the training set.
How many of these would you get right?
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