In the example, the Credit Scoring data set is partitioned to training and test samples. Then, the black box model (Neural Network) is trained on the standardly pre-processed training data using the AutoML component. The Workflow Object capturing the pre-processing and the model is provided as one of the inputs for the XAI View component. The XAI View component is then used for inspection of predictions for a group of loan applicants with SHAP Values, PDP, ICE, and Surrogate Decision Tree.
Used extensions & nodes
Created with KNIME Analytics Platform version 4.4.0
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