Interpretable Machine Learning


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Documentation for package ‘iml’ version 0.3.0

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iml-package Make machine learning models and predictions interpretable
FeatureImp Feature importance
Ice Individual conditional expectations (Ice)
iml Make machine learning models and predictions interpretable
LocalModel LocalModel
Partial Partial Dependence and Individual Conditional Expectation
PartialDependence Partial Dependence Plot
plot.FeatureImp Plot Feature Importance
plot.Ice Plot ICE (Individual Conditional Expectation)
plot.LocalModel Plot Local Model
plot.Partial Plot Partial Dependence
plot.PartialDependence Plot Partial Dependence
plot.Shapley Plot Shapley
plot.TreeSurrogate Plot Tree Surrogate
predict.LocalModel Predict LocalModel
predict.TreeSurrogate Predict Tree Surrogate
Predictor Predictor object
Shapley Prediction explanations with game theory
TreeSurrogate Decision tree surrogate model