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ICE
Individual conditional expectation
Mli Machine learning interpretability Partial dependence Component Ice curves Linear sampling Partial dependence/ICE plot pre-processing
  1. Workflow
    Partial Dependence Plot Example
    Partial dependence Pdp Pdp plot
    +13
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. An XGBoost model was picked, but an…
    knime > Examples > 04_Analytics > 17_Machine_Learning_Interpretability > 02_Partial_Dependence_Pre-processing
    2
    knime
  2. Workflow
    Partial Dependence Plot with a Custom Regression Model
    Partial dependence Pdp Pdp plot
    +16
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. An XGBoost Tree Ensemble Regression…
    knime > XAI Space > Regression > Custom Models > 04_Partial_Dependence_Pre-processing
    0
    knime
  3. Workflow
    Partial Dependence Plot with AutoML
    Partial dependence Pdp Pdp plot
    +14
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. AutoML Component was used to select…
    knime > XAI Space > Classification > AutoML > 08_Partial_Dependence_Pre-processing
    0
    knime
  4. Workflow
    Partial Dependence Plot with a Custom Model
    Partial dependence Pdp Pdp plot
    +13
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. An XGBoost model was picked, but an…
    knime > XAI Space > Classification > Custom Models > 08_Partial_Dependence_Pre-processing
    0
    knime
  5. Workflow
    Partial Dependence Plot Example
    Partial dependence Pdp Pdp plot
    +13
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. An XGBoost model was picked, but an…
    keith_mccormick > Public > 02_Partial_Dependence_Pre-processing
    0
    keith_mccormick
  6. Workflow
    Explaining the Credit Scoring Model with the XAI View
    AutoML Integrated deployment XAI
    +11
    In the example, the Credit Scoring data set is partitioned to training and test samples. Then, the black box model (Neural Networ…
    lada > Public > XAI > 05_XAI_Credit_Scoring_Example_XAI_View
    0
    lada
  7. Workflow
    Partial Dependence Plot with AutoML (Regression)
    Partial dependence Pdp Pdp plot
    +17
    This is an example for visualizing a partial dependence plot and an ICE curves plot in KNIME. AutoML (Regression) Component was u…
    knime > XAI Space > Regression > AutoML > 04_Partial_Dependence_Pre-processing
    0
    knime
  8. Workflow
    Interactive MLI Composite View
    Machine learning interpretability MLI PDP
    +14
    This worflow will show how to use the interactive views of JavaScript nodes to visualize in a single Composite View a number of M…
    knime > Examples > 04_Analytics > 17_Machine_Learning_Interpretability > 05_Interactive_MLI_Composite_View
    0
    knime