Dataset access and versioning
| RAIDP04: How will you manage dataset access and versioning? |
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Reduce the risk of data manipulation by checking for data integrity and by providing the minimal access necessary. Implement a taxonomy (for example, classified, confidential, proprietary, and public) to classify data that interacts with your AI system. Align access rights to the classification of each data source.
Best practices
RAIDP04-BP02 Periodically evaluate and update datasets in the registry
RAIDP04-BP03 Protect data from being manipulated or accessed for unintended purposes
RAIDP04-BP04 Establish governance procedures for managing your datasets
RAIDP04-BP05 Document the characteristics of each dataset using a datasheet