package lime
- Alphabetic
- Public
- All
Type Members
- class Cluster extends AnyRef
- trait HasCellSize extends Params
- trait HasModifier extends Params
- trait LIMEBase extends LIMEParams with ComplexParamsWritable
- trait LIMEParams extends HasInputCol with HasOutputCol with HasPredictionCol
- class Superpixel extends Logging
- case class SuperpixelData(clusters: Seq[Seq[(Int, Int)]]) extends Product with Serializable
-
class
SuperpixelTransformer extends Transformer with HasInputCol with HasOutputCol with Wrappable with DefaultParamsWritable with HasCellSize with HasModifier with BasicLogging
A transformer that decomposes an image into it's superpixels
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class
ImageLIME extends Transformer with LIMEBase with Wrappable with HasModifier with HasCellSize with BasicLogging
Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)
Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)
https://arxiv.org/pdf/1602.04938v1.pdf
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.ImageLIME'.
-
class
TabularLIME extends Estimator[TabularLIMEModel] with LIMEParams with Wrappable with ComplexParamsWritable with BasicLogging
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.
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class
TabularLIMEModel extends Model[TabularLIMEModel] with LIMEBase with Wrappable with BasicLogging
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.
-
class
TextLIME extends Model[TextLIME] with LIMEBase with Wrappable with BasicLogging
Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)
Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)
https://arxiv.org/pdf/1602.04938v1.pdf
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.TextLIME'.
Value Members
- object LIMEUtils extends Logging
- object LassoUtils
-
object
Superpixel
Based on "Superpixel algorithm implemented in Java" at popscan.blogspot.com/2014/12/superpixel-algorithm-implemented-in-java.html
- object SuperpixelData extends Serializable
- object SuperpixelTransformer extends DefaultParamsReadable[SuperpixelTransformer] with Serializable
- object TextLIME extends ComplexParamsReadable[TextLIME] with Serializable
Deprecated Value Members
-
object
ImageLIME extends ComplexParamsReadable[ImageLIME] with Serializable
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.ImageLIME'.
-
object
TabularLIME extends ComplexParamsReadable[TabularLIME] with Serializable
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.
-
object
TabularLIMEModel extends ComplexParamsReadable[TabularLIMEModel] with Serializable
- Annotations
- @deprecated
- Deprecated
(Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.