Interpretable Machine Learning

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Documentation for package ‘iml’ version 0.11.3

• DESCRIPTION file.
• User guides, package vignettes and other documentation.
• Package NEWS.

Help Pages

iml-package	Make machine learning models and predictions interpretable
extract.glmnet.effects	Extract glmnet effects
FeatureEffect	Effect of a feature on predictions
FeatureEffects	Effect of a feature on predictions
FeatureImp	Feature importance
has.predict	returns TRUE if object has predict function
iml	Make machine learning models and predictions interpretable
Interaction	Feature interactions
InterpretationMethod	Interpretation Method
LocalModel	LocalModel
order_levels	Order levels of a categorical features
Partial	Effect of one or two feature(s) on the model predictions (deprecated)
plot.FeatureEffect	Plot FeatureEffect
plot.FeatureEffects	Plot FeatureEffect
plot.FeatureImp	Plot Feature Importance
plot.Interaction	Plot Interaction
plot.LocalModel	Plot Local Model
plot.Shapley	Plot Shapley
plot.TreeSurrogate	Plot Tree Surrogate
predict.LocalModel	Predict LocalModel
predict.TreeSurrogate	Predict Tree Surrogate
Predictor	Predictor object
probs.to.labels	Turn class probabilities into class labels
Shapley	Prediction explanations with game theory
TreeSurrogate	Decision tree surrogate model