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Spark Decision Tree Learner (MLlib)

Tools & ServicesApache SparkMiningPrediction
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This node applies the Apache Spark Decision / Regression Tree algorithm.

Please note that all data must be numeric, including the label column for classification tasks. Use the Spark Category To Number nodes to convert nominal values to numeric columns. The mapping dictionary of the converter node is the input of the second in port of this node.

Use the Spark Predictor node to apply the learned model to unseen data.

Node details

Input ports
  1. Type: Spark Data
    Input data
    Input Spark DataFrame/RDD
  2. Type: PMML
    PMML mapping dictionary
    PMML with the nominal values mapping dictionary (optional)
Output ports
  1. Type: Spark MLlib Model
    Decision Tree Model
    Spark MLlib Decision Tree Model

Extension

The Spark Decision Tree Learner (MLlib) node is part of this extension:

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Related workflows & nodes

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