Interpretable Machine Learning

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 features on the model predictions |

FeatureImp | Feature importance |

iml-package | 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 features on the model predictions (deprecated) |

plot.FeatureEffect | 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 |

Predictor | Predictor object |

predict.TreeSurrogate | Predict Tree Surrogate |

Shapley | Prediction explanations with game theory |

TreeSurrogate | Decision tree surrogate model |

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