Class GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigTrainingPredictionSkewDetectionConfig

The config for Training & Prediction data skew detection. It specifies the training dataset sources and the skew detection parameters.

Inheritance

object

GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigTrainingPredictionSkewDetectionConfig

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.Aiplatform.v1.Data

Assembly: Google.Apis.Aiplatform.v1.dll

Syntax

public class GoogleCloudAiplatformV1ModelMonitoringObjectiveConfigTrainingPredictionSkewDetectionConfig : IDirectResponseSchema

Properties

AttributionScoreSkewThresholds

Key is the feature name and value is the threshold. The threshold here is against attribution score distance between the training and prediction feature.

Declaration

[JsonProperty("attributionScoreSkewThresholds")]
public virtual IDictionary<string, GoogleCloudAiplatformV1ThresholdConfig> AttributionScoreSkewThresholds { get; set; }

Property Value

Type	Description
IDictionary<string, GoogleCloudAiplatformV1ThresholdConfig>

DefaultSkewThreshold

Skew anomaly detection threshold used by all features. When the per-feature thresholds are not set, this field can be used to specify a threshold for all features.

Declaration

[JsonProperty("defaultSkewThreshold")]
public virtual GoogleCloudAiplatformV1ThresholdConfig DefaultSkewThreshold { get; set; }

Property Value

Type	Description
GoogleCloudAiplatformV1ThresholdConfig

ETag

The ETag of the item.

Declaration

public virtual string ETag { get; set; }

Property Value

Type	Description
string

SkewThresholds

Key is the feature name and value is the threshold. If a feature needs to be monitored for skew, a value threshold must be configured for that feature. The threshold here is against feature distribution distance between the training and prediction feature.

Declaration

[JsonProperty("skewThresholds")]
public virtual IDictionary<string, GoogleCloudAiplatformV1ThresholdConfig> SkewThresholds { get; set; }

Property Value

Type	Description
IDictionary<string, GoogleCloudAiplatformV1ThresholdConfig>

Implements

IDirectResponseSchema