Class GoogleCloudMlV1ExplanationConfig

Message holding configuration options for explaining model predictions. There are three feature attribution methods supported for TensorFlow models: integrated gradients, sampled Shapley, and XRAI. Learn more about feature attributions.

Inheritance

object

GoogleCloudMlV1ExplanationConfig

Implements

IDirectResponseSchema

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.MemberwiseClone()

object.ReferenceEquals(object, object)

object.ToString()

Namespace: Google.Apis.CloudMachineLearningEngine.v1.Data

Assembly: Google.Apis.CloudMachineLearningEngine.v1.dll

Syntax

public class GoogleCloudMlV1ExplanationConfig : IDirectResponseSchema

Properties

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

IntegratedGradientsAttribution

Attributes credit by computing the Aumann-Shapley value taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1703.01365

Declaration

[JsonProperty("integratedGradientsAttribution")]
public virtual GoogleCloudMlV1IntegratedGradientsAttribution IntegratedGradientsAttribution { get; set; }

Property Value

Type	Description
GoogleCloudMlV1IntegratedGradientsAttribution

SampledShapleyAttribution

An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.

Declaration

[JsonProperty("sampledShapleyAttribution")]
public virtual GoogleCloudMlV1SampledShapleyAttribution SampledShapleyAttribution { get; set; }

Property Value

Type	Description
GoogleCloudMlV1SampledShapleyAttribution

XraiAttribution

Attributes credit by computing the XRAI taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1906.02825 Currently only implemented for models with natural image inputs.

Declaration

[JsonProperty("xraiAttribution")]
public virtual GoogleCloudMlV1XraiAttribution XraiAttribution { get; set; }

Property Value

Type	Description
GoogleCloudMlV1XraiAttribution

Implements

IDirectResponseSchema