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Enum: MLFieldRole

Semantic roles that fields play in ML datasets. These roles help understand

the purpose and usage of different data columns or attributes.

__

URI: valuesets:MLFieldRole

Permissible Values

Value Meaning Description
FEATURE None Input features used for model prediction
LABEL None Target labels or outputs for supervised learning
METADATA None Descriptive information about the dataset or records
IDENTIFIER None Unique identifiers for records or entities

Identifier and Mapping Information

Schema Source

  • from schema: https://w3id.org/linkml/valuesets

LinkML Source

name: MLFieldRole
description: 'Semantic roles that fields play in ML datasets. These roles help understand

  the purpose and usage of different data columns or attributes.

  '
from_schema: https://w3id.org/linkml/valuesets
rank: 1000
permissible_values:
  FEATURE:
    text: FEATURE
    description: Input features used for model prediction
    annotations:
      also_known_as:
        tag: also_known_as
        value: input, predictor, independent variable
  LABEL:
    text: LABEL
    description: Target labels or outputs for supervised learning
    annotations:
      also_known_as:
        tag: also_known_as
        value: target, output, dependent variable, ground truth
  METADATA:
    text: METADATA
    description: Descriptive information about the dataset or records
    annotations:
      also_known_as:
        tag: also_known_as
        value: descriptive field, provenance
  IDENTIFIER:
    text: IDENTIFIER
    description: Unique identifiers for records or entities
    annotations:
      also_known_as:
        tag: also_known_as
        value: ID, key, primary key