Enum: DatasetRole

Role a dataset plays in a machine-learning workflow, drawn from Clauses 5.11.6–5.11.8.

URI: iso22989:DatasetRole

Permissible Values

Value	Meaning	Description
training	None	Dataset used to fit model parameters
validation	None	Dataset used to tune hyperparameters and select among candidate models
test	None	Dataset used for a final unbiased estimate of model performance
production	None	Live data observed during operational deployment
reference	None	Curated dataset used as a benchmark across experiments

Slots

Name	Description
dataset_role	Role the dataset plays in the ML workflow

In Subsets

• Terminology

Identifier and Mapping Information

Schema Source

• from schema: https://w3id.org/lmodel/iso22989

LinkML Source

name: DatasetRole
description: Role a dataset plays in a machine-learning workflow, drawn from Clauses
  5.11.6–5.11.8.
in_subset:
- terminology
from_schema: https://w3id.org/lmodel/iso22989
rank: 1000
permissible_values:
  training:
    text: training
    description: Dataset used to fit model parameters.
  validation:
    text: validation
    description: Dataset used to tune hyperparameters and select among candidate models.
  test:
    text: test
    description: Dataset used for a final unbiased estimate of model performance.
  production:
    text: production
    description: Live data observed during operational deployment.
  reference:
    text: reference
    description: Curated dataset used as a benchmark across experiments.