ModelInsights

Instance Constructors

new ModelInsights(label: LabelSummary, features: Seq[FeatureInsights], selectedModelInfo: Option[ModelSelectorSummary], trainingParams: OpParams, stageInfo: Map[String, Any])

label
summary of information about the label
features
sequence containing insights for each raw feature that fed into the model
selectedModelInfo
summary information about model training and winning model from model selector
trainingParams
op parameters used in model training
stageInfo
all stages and their parameters settings used to create feature output of model keyed by stageName

Value Members

final def !=(arg0: Any): Boolean

Definition Classes
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final def ##(): Int

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final def ==(arg0: Any): Boolean

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final def asInstanceOf[T0]: T0

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def clone(): AnyRef

Attributes
protected[java.lang]
Definition Classes
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Annotations
@throws( ... )
final def eq(arg0: AnyRef): Boolean

Definition Classes
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val features: Seq[FeatureInsights]

sequence containing insights for each raw feature that fed into the model
def finalize(): Unit

Attributes
protected[java.lang]
Definition Classes
AnyRef
Annotations
@throws( classOf[java.lang.Throwable] )
final def getClass(): Class[_]

Definition Classes
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final def isInstanceOf[T0]: Boolean

Definition Classes
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val label: LabelSummary

summary of information about the label
final def ne(arg0: AnyRef): Boolean

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final def notify(): Unit

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final def notifyAll(): Unit

Definition Classes
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def prettyPrint(topK: Int = 15): String

High level model summary in a compact print friendly format containing: selected model info, model evaluation results and feature correlations/contributions/cramersV values.
High level model summary in a compact print friendly format containing: selected model info, model evaluation results and feature correlations/contributions/cramersV values.
topK
top K of feature correlations/contributions/cramersV values
returns
high level model summary in a compact print friendly format
val selectedModelInfo: Option[ModelSelectorSummary]

summary information about model training and winning model from model selector
val stageInfo: Map[String, Any]

all stages and their parameters settings used to create feature output of model keyed by stageName
final def synchronized[T0](arg0: ⇒ T0): T0

Definition Classes
AnyRef
def toJson(pretty: Boolean = true): String

Serialize to json string
Serialize to json string
pretty
should pretty format
returns
json string
val trainingParams: OpParams

op parameters used in model training
final def wait(): Unit

Definition Classes
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Annotations
@throws( ... )
final def wait(arg0: Long, arg1: Int): Unit

Definition Classes
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Annotations
@throws( ... )
final def wait(arg0: Long): Unit

Definition Classes
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Annotations
@throws( ... )

Related Docs: object ModelInsights | package op

case class ModelInsights(label: LabelSummary, features: Seq[FeatureInsights], selectedModelInfo: Option[ModelSelectorSummary], trainingParams: OpParams, stageInfo: Map[String, Any]) extends Product with Serializable

Instance Constructors

new ModelInsights(label: LabelSummary, features: Seq[FeatureInsights], selectedModelInfo: Option[ModelSelectorSummary], trainingParams: OpParams, stageInfo: Map[String, Any])

Value Members

final def !=(arg0: Any): Boolean

final def ##(): Int

final def ==(arg0: Any): Boolean

final def asInstanceOf[T0]: T0

def clone(): AnyRef

final def eq(arg0: AnyRef): Boolean

val features: Seq[FeatureInsights]

def finalize(): Unit

final def getClass(): Class[_]

final def isInstanceOf[T0]: Boolean

val label: LabelSummary

final def ne(arg0: AnyRef): Boolean

final def notify(): Unit

final def notifyAll(): Unit

def prettyPrint(topK: Int = 15): String

val selectedModelInfo: Option[ModelSelectorSummary]

val stageInfo: Map[String, Any]

final def synchronized[T0](arg0: ⇒ T0): T0

def toJson(pretty: Boolean = true): String

val trainingParams: OpParams

final def wait(): Unit

final def wait(arg0: Long, arg1: Int): Unit

final def wait(arg0: Long): Unit

Inherited from Serializable

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

Ungrouped