Package

org.apache.spark.ml.h2o

models

Permalink

package models

Visibility
  1. Public
  2. All

Type Members

  1. abstract class H2OAlgorithm[P <: Parameters, M <: H2OModel[M, _ <: hex.Model[_, P, _]]] extends Estimator[M] with MLWritable with H2OParams[P]

    Permalink

    Base class for H2O algorithm wrapper as a Spark transformer.

  2. class H2ODeepLearning extends H2OAlgorithm[DeepLearningParameters, H2ODeepLearningModel] with H2ODeepLearningParams

    Permalink

    Creates H2ODeepLearning model If the key specified the training set is specified using setTrainKey, then frame with this key is used as the training frame, otherwise it uses the frame from the previous stage as the training frame

  3. class H2ODeepLearningModel extends H2OModel[H2ODeepLearningModel, DeepLearningModel] with MLWritable

    Permalink

    Deep learning ML component.

  4. trait H2ODeepLearningParams extends H2OParams[DeepLearningParameters]

    Permalink

    Parameters here can be set as normal and are duplicated to DeepLearningParameters H2O object

  5. class H2OGBM extends H2OAlgorithm[GBMParameters, H2OGBMModel] with H2OGBMParams

    Permalink
  6. class H2OGBMModel extends H2OModel[H2OGBMModel, GBMModel] with MLWritable

    Permalink

    H2O GBM Algo exposed via Spark ML pipelines.

  7. trait H2OGBMParams extends H2OTreeParams[GBMParameters]

    Permalink

    Parameters for Spark's API exposing underlying H2O model.

  8. abstract class H2OModel[S <: H2OModel[S, M], M <: hex.Model[_, _, _ <: Output]] extends Model[S] with MLWritable

    Permalink

    Shared implementation for H2O model pipelines

  9. trait H2OParams[P <: Parameters] extends Params

    Permalink

    A trait extracting a shared parameters among all models.

  10. trait H2OTreeParams[P <: SharedTreeParameters] extends H2OParams[P]

    Permalink

Value Members

  1. object H2ODeepLearning extends MLReadable[H2ODeepLearning] with Serializable

    Permalink
  2. object H2ODeepLearningModel extends MLReadable[H2ODeepLearningModel] with Serializable

    Permalink
  3. object H2OGBM extends MLReadable[H2OGBM] with Serializable

    Permalink
  4. object H2OGBMModel extends MLReadable[H2OGBMModel] with Serializable

    Permalink

Ungrouped