Descriptive mAchine Learning EXplanations


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Documentation for package ‘DALEX’ version 0.2.0

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apartments Apartments Data
apartmentsTest Apartments Data
explain Create Model Explainer
loss_root_mean_square Loss from Variable Dropout
loss_sum_of_squares Loss from Variable Dropout
model_performance Model Performance Plots
plot.model_performance_explainer Model Performance Plots
plot.prediction_breakdown_explainer Plots Local Explanations (Single Prediction)
plot.variable_importance_explainer Plots Global Model Explanations (Variable Importance)
plot.variable_response_explainer Plots Marginal Model Explanations (Single Variable Responses)
prediction_breakdown Explanations for a Single Prediction
print.explainer Prints Explainer Summary
print.model_performance_explainer Model Performance Summary
single_prediction Explanations for a Single Prediction
single_variable Marginal Response for a Single Variable
theme_mi2 MI^2 Theme
variable_dropout Loss from Variable Dropout
variable_importance Loss from Variable Dropout
variable_response Marginal Response for a Single Variable