iml-package | Make machine learning models and predictions interpretable |
calculate.ale.cat | Compute ALE for 1 categorical feature |
calculate.ale.num | Compute ALE for 1 numerical feature |
calculate.ale.num.cat | Compute ALE for 2 features, one numerical, one categorical |
calculate.ale.num.num | Compute ALE for 2 numerical features |
FeatureEffect | Effect of a feature on predictions |
FeatureEffects | Effect of all features on predictions |
FeatureImp | Feature importance |
iml | Make machine learning models and predictions interpretable |
impute_cells | Impute missing cells of grid |
Interaction | Feature interactions |
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 |
Shapley | Prediction explanations with game theory |
TreeSurrogate | Decision tree surrogate model |