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AutoML Churn Prediction DataApp - Community Hub version

AutoMLAutomated machine learningGuided analyticsIntegrated deployment
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Jan 23, 2025 4:27 PM
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AutoML Component via Interactive Views

This application is a simple example of AutoML with KNIME Software for binary and multiclass classification. The key of this example is the AutoML Component verified and developed by the KNIME Team. This Component (in green) uses the extension KNIME Integrated Deployment in order to train several models and combine them with other nodes and output a deployment workflow. The other Components (in blue) offer interactive views to control the AutoML process from any web browser via the KNIME WebPortal on KNIME Server.

The workflow also works locally on KNIME Analytics Platform. Make sure to use "Apply and Close" in bottom-right corner of each view.

External resources

  • Automated Machine Learning - KNIME Blog
  • Deploying an AutoML Application with Guided Analytics - KNIME Blog
  • Guided Automation: a more complex AutoML example with KNIME Software
  • KNIME Integrated Deployment - KNIME.com
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Used extensions & nodes

Created with KNIME Analytics Platform version 5.4.0
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    Geospatial Analytics Extension for KNIMETrusted extension

    SDL, Harvard, Cambridge US

    Versions 1.2.0, 1.3.0

    Center for Geographic Analysis at Harvard University
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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.3, 5.4.0

    knime
  • Go to item
    KNIME Basic File System ConnectorsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

    knime
  • Go to item
    KNIME DatabaseTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
  • Go to item
    KNIME Data GenerationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
  • Go to item
    KNIME Deep Learning - Keras IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
  • Go to item
    KNIME Ensemble Learning WrappersTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
  • Go to item
    KNIME H2O Machine Learning IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
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    KNIME Hub Additional Connectivity (Labs)Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.0

    knime
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    KNIME Integrated DeploymentTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.3, 5.4.0

    knime
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    KNIME JavaScript ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.0, 5.4.0

    knime
  • Go to item
    KNIME JavaScript Views (Labs)Trusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.0, 5.4.0

    knime
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    KNIME JavasnippetTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.3, 5.4.0

    knime
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    KNIME Machine Learning Interpretability ExtensionTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
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    KNIME Math Expression (JEP)Trusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.0, 5.4.0

    knime
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    KNIME Optimization extensionTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
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    KNIME PMML Preprocessing Applier NodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.3, 5.4.0

    knime
  • Go to item
    KNIME Server ClientTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.3

    knime
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    KNIME Snowflake IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime
  • Go to item
    KNIME ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Versions 5.3.3, 5.4.0

    knime
  • Go to item
    KNIME XGBoost IntegrationTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.4.0

    knime

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