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 |