Descriptive mAchine Learning EXplanations

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Documentation for package ‘DALEX’ version 0.4.7

Help Pages

apartments Apartments Data
apartmentsTest Apartments Data
apartments_test Apartments Data
colors_breakdown_drwhy DrWhy color palettes for ggplot objects
colors_discrete_drwhy DrWhy color palettes for ggplot objects
colors_diverging_drwhy DrWhy color palettes for ggplot objects
dragons Dragon Data
dragons_test Dragon Data
explain Create Model Explainer
explain.default Create Model Explainer
feature_response Calculate Marginal Response for a Single Feature
feature_response.default Calculate Marginal Response for a Single Feature
feature_response.explainer Calculate Marginal Response for a Single Feature
HR Human Resources Data
HRTest Human Resources Data
HR_test Human Resources Data
install_dependencies Install all dependencies for the DALEX package
loss_accuracy Calculate Loss Functions
loss_cross_entropy Calculate Loss Functions
loss_one_minus_auc Calculate Loss Functions
loss_root_mean_square Calculate Loss Functions
loss_sum_of_squares Calculate Loss Functions
model_performance Calculate Model Performance
plot.feature_response_explainer Plot Marginal Model Explanations (Single Variable Responses)
plot.model_performance_explainer Plot Model Performance Explanations
plot.prediction_breakdown_explainer Plot Break Down Explanations (Single Prediction)
plot.variable_importance_explainer Plot Variable Importance Explanations
plot.variable_response_explainer Plot Marginal Model Explanations (Single Variable Responses)
predict.explainer Calculate Predictions for Explainer
prediction_breakdown Calculate Break Down Explanations
print.description Print Natural Language Descriptions
print.explainer Print Explainer Summary
print.model_performance_explainer Print Model Performance Summary
single_prediction Calculate Break Down Explanations
single_variable Calculate Marginal Response Explanations for a Single Variable
theme_drwhy DrWhy Theme for ggplot objects
theme_drwhy_colors DrWhy color palettes for ggplot objects
theme_drwhy_colors_break_down DrWhy color palettes for ggplot objects
theme_drwhy_vertical DrWhy Theme for ggplot objects
theme_mi2 DrWhy Theme for ggplot objects
titanic Passengers and Crew on the RMS Titanic Data
titanic_imputed Passengers and Crew on the RMS Titanic Data
variable_dropout Calculate Feature Importance Explanations as Loss from Feature Dropout
variable_importance Calculate Feature Importance Explanations as Loss from Feature Dropout
variable_response Calculate Marginal Response Explanations for a Single Variable
yhat Wrap Various Predict Functions
yhat.cv.glmnet Wrap Various Predict Functions
yhat.default Wrap Various Predict Functions
yhat.glm Wrap Various Predict Functions
yhat.glmnet Wrap Various Predict Functions
yhat.lm Wrap Various Predict Functions
yhat.model_fit Wrap Various Predict Functions
yhat.randomForest Wrap Various Predict Functions
yhat.ranger Wrap Various Predict Functions
yhat.svm Wrap Various Predict Functions
yhat.train Wrap Various Predict Functions