Cloud AI Platform v1beta1 API - Class ModelEvaluation.Types.BiasConfig (1.0.0-beta01)

public sealed class ModelEvaluation.Types.BiasConfig : IMessage<ModelEvaluation.Types.BiasConfig>, IEquatable<ModelEvaluation.Types.BiasConfig>, IDeepCloneable<ModelEvaluation.Types.BiasConfig>, IBufferMessage, IMessage

Reference documentation and code samples for the Cloud AI Platform v1beta1 API class ModelEvaluation.Types.BiasConfig.

Configuration for bias detection.

Inheritance

object > ModelEvaluation.Types.BiasConfig

Namespace

Google.Cloud.AIPlatform.V1Beta1

Assembly

Google.Cloud.AIPlatform.V1Beta1.dll

Constructors

BiasConfig()

public BiasConfig()

BiasConfig(BiasConfig)

public BiasConfig(ModelEvaluation.Types.BiasConfig other)
Parameter
Name Description
other ModelEvaluationTypesBiasConfig

Properties

BiasSlices

public ModelEvaluationSlice.Types.Slice.Types.SliceSpec BiasSlices { get; set; }

Specification for how the data should be sliced for bias. It contains a list of slices, with limitation of two slices. The first slice of data will be the slice_a. The second slice in the list (slice_b) will be compared against the first slice. If only a single slice is provided, then slice_a will be compared against "not slice_a". Below are examples with feature "education" with value "low", "medium", "high" in the dataset:

Example 1:

bias_slices = [{'education': 'low'}]

A single slice provided. In this case, slice_a is the collection of data with 'education' equals 'low', and slice_b is the collection of data with 'education' equals 'medium' or 'high'.

Example 2:

bias_slices = [{'education': 'low'},
               {'education': 'high'}]

Two slices provided. In this case, slice_a is the collection of data with 'education' equals 'low', and slice_b is the collection of data with 'education' equals 'high'.

Property Value
Type Description
ModelEvaluationSliceTypesSliceTypesSliceSpec

Labels

public RepeatedField<string> Labels { get; }

Positive labels selection on the target field.

Property Value
Type Description
RepeatedFieldstring