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.
Implements
IMessageModelEvaluationTypesBiasConfig, IEquatableModelEvaluationTypesBiasConfig, IDeepCloneableModelEvaluationTypesBiasConfig, IBufferMessage, IMessageNamespace
Google.Cloud.AIPlatform.V1Beta1Assembly
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 |