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AutoML with other Verified Components for XAI and MLOps

Model management Model monitoring Monitor Model governance MLOps
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This workflow showcases the AutoML component for binary and multiclass classification together with other components. This Component (highlighted in red frames) uses the KNIME Integrated Deployment Extension to train several models and combine them in a production workflow. Using the Integrated Deployment connections (black ports) the AutoML Component can be combined with other KNIME Verified Components for eXplainable AI and MLOps use cases. Find below links to all the online contents to learn more on the topic.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.4.0 Note: Not all extensions may be displayed.
  • KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Ensemble Learning Wrappers Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Expressions Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Integrated Deployment Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Machine Learning Interpretability Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Optimization extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Plotly Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME PMML Preprocessing Applier Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

  • KNIME ServerSpace Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.13.0

  • KNIME XGBoost Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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