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Classification modelData science cycleChurn predictionEducation
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Mar 30, 2020 11:17 AM
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Churn Prediction - Solution to the exercise use case for KNIME User Training - Read data from different sources - Concatenate and join data tables - Bring values from a reference table to the data - Modify String values, change column types, and handle missing values - Visualize data to explore it - Train a decision tree model, and apply it to test data and real data - Evaluate the preformance of the classification model - Export the decision tree model as a PMML model file - Write the prediction results into a database - Generate a BIRT report that shows the results

External resources

  • Slides (KNIME Analytics Platform Course)
  • Drag&Drop Data Science
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Used extensions & nodes

Created with KNIME Analytics Platform version 4.1.0
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    KNIME CoreTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME DatabaseTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME Ensemble Learning WrappersTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME Excel SupportTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.1.0

    knime
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    KNIME Reporting RuntimeTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.0.0

    knime

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