Dataset quality
| RAIDP02: How will you assess dataset quality? |
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Measure the quality, representativeness, and coverage of your datasets. Does the dataset cover the range of inputs that your system needs to handle? Are there enough examples in the dataset to measure every release criterion with high confidence?
Best practices
RAIDP02-BP01 Validate the representativeness of datasets for the use case
RAIDP02-BP02 Set dataset quality requirements based on your release criteria
RAIDP02-BP03 Validate the quality of human and generated labels and features in your dataset
RAIDP02-BP04 Validate the quality and reliability of augmented or synthetic datasets
