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Model Monitoring with Integrated Deployment

Model management Model monitoring Monitor Model governance MLOps
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This is an example showing how you can monitor a deployed model using Integrated Deployment and Guided Analytics. When training a classification model with the AutoML component on KNIME Server, you can use this workflow to monitor its performance from the KNIME WebPortal. The workflow uses two special Verified Components: - Model Monitor View : it displays the performance over time of the model and offers controls to trigger the retraining of the model. - Model Monitor View (Compare) : it displays performances of two models for over time comparison and offers controls to trigger the deployment of the newer model. The two components work especially well when the model was produced by the Verified Component "AutoML". You can also capture your custom black box classifier with Integrated Deployment and monitor its performance in the same way. More details in the single component descriptions.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.3.0
  • KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Ensemble Learning Wrappers Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Expressions Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Integrated Deployment Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Machine Learning Interpretability Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Optimization extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Plotly Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME PMML Preprocessing Applier Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
  • KNIME ServerSpace Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.12.0

    knime
  • KNIME XGBoost Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.3.0

    knime
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