Icon

05_​XAI_​Credit_​Scoring_​Example_​XAI_​View

Explaining the Credit Scoring Model with the XAI View
This workflow demonstrates the usage of the verified XAI View component for inspection of predictions for a group of loan applicants with SHAP Values, PDP,ICE, and Surrogate Decision Tree. Top: train setBottom: test setStandard pre-processing & black-box model trainingNeural NetworkCredit scoring dataUndersamplingof the frequent"creditworthy" classSelect a group of applicantsPartitioning Predictor AutoML XAI View CSV Reader Equal Size Sampling Scatter PlotSelection This workflow demonstrates the usage of the verified XAI View component for inspection of predictions for a group of loan applicants with SHAP Values, PDP,ICE, and Surrogate Decision Tree. Top: train setBottom: test setStandard pre-processing & black-box model trainingNeural NetworkCredit scoring dataUndersamplingof the frequent"creditworthy" classSelect a group of applicantsPartitioning Predictor AutoML XAI View CSV Reader Equal Size Sampling Scatter PlotSelection

Nodes

Extensions

Links

Download

To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
Created by: paolotamag
Created at: 2020-06-24
On NodePit since: 2021-08-31
Last update: 2024-04-27
Created with KNIME version: v4.4.0
Tags: autoMLintegrated deploymentXAIMLImachine learning interpretabilityexplainable AIcredit scoringSHAPPDPICEsurrogate modelpartial dependence plotindividual conditional expectationSHapley Additive exPlanations

Deploy, schedule, execute, and monitor your KNIME workflows locally, in the cloud or on-premises – with our brand new NodePit Runner.

Try NodePit Runner!