Hub
WorkflowWorkflow

XAI View Component with AutoML

AutoML Automated machine learning Guided analytics Integrated deployment XAI
+6
KNIME profile image

Last edited: 

Drag & drop
Like
Download workflow
Copy short link
Workflow preview
This application is a simple example of AutoML with KNIME Software for binary and multiclass classification. The output models are then explained via the interactive XAI View, which works for any model the AutoML component produces. Machine Learning Interpretability (MLI) techniques used: SHAP explanations/reason codes, partial dependence, individual conditional expectation (ICE) curves and a surrogate decision tree. The workflow also works locally on KNIME Analytics Platform. Make sure to use "Apply and Close" in bottom-right corner of each view.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.6.1
  • KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.1

    KNIME profile image
    knime
  • KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Ensemble Learning Wrappers Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Integrated Deployment Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.1

    KNIME profile image
    knime
  • KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Machine Learning Interpretability Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Optimization extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Plotly Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME PMML Preprocessing Applier Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
  • KNIME XGBoost Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.6.0

    KNIME profile image
    knime
Loading deployments
Loading ad hoc executions
Discussion