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02_​Partial_​Dependence_​Pre-processing

Workflow

Partial Dependence Plot Example
partial dependencepdppdp ploticeice curvesindividual conditional expectationmachine learning interpretabilitymliMLIpreprocessingpre-processingsamplingsamplelinear samplingpartial dependence/ICE plot pre-processingcomponent
This example workflows shows how to visualize a partial dependence plot and an ICE curves plot.An XGBoost model was picked, but any model and its set of Learner and Predictor nodes can be used.See View -> Description for more information about what the workflow does. samples the data red wine data top: 90% train setbottom: 10% test settrain the modelif quality > 5 : goodelse : badtop input: curves databottom input: test datacolors by ground truthdefines boundsfor samplingof "alcohol"Partial DependencePre-processing File Reader Partitioning XGBoost TreeEnsemble Learner XGBoost Predictor Rule Engine PartialDependence/ICE Plot Color Manager Edit Numeric Domain This example workflows shows how to visualize a partial dependence plot and an ICE curves plot.An XGBoost model was picked, but any model and its set of Learner and Predictor nodes can be used.See View -> Description for more information about what the workflow does. samples the data red wine datatop: 90% train setbottom: 10% test settrain the modelif quality > 5 : goodelse : badtop input: curves databottom input: test datacolors by ground truthdefines boundsfor samplingof "alcohol"Partial DependencePre-processing File Reader Partitioning XGBoost TreeEnsemble Learner XGBoost Predictor Rule Engine PartialDependence/ICE Plot Color Manager Edit Numeric Domain

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Nodes

02_​Partial_​Dependence_​Pre-processing consists of the following 47 nodes(s):

Plugins

02_​Partial_​Dependence_​Pre-processing contains nodes provided by the following 7 plugin(s):