All functions

HR

Human Resources Data

apartments

Apartments Data

colors_discrete_drwhy() colors_diverging_drwhy() colors_breakdown_drwhy() theme_drwhy_colors() theme_drwhy_colors_break_down()

DrWhy color palettes for ggplot objects

dragons

Dragon Data

explain.default() explain()

Create Model Explainer

feature_response()

Marginal Response for a Single Feature

install_dependencies()

Install all dependencies for the DALEX package

loss_cross_entropy()

Preimplemented Loss Functions

model_performance()

Model Performance Plots

plot(<feature_response_explainer>)

Plots Marginal Model Explanations (Single Variable Responses)

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)

predict(<explainer>)

Wrapper over the predict function

prediction_breakdown()

Explanations for a Prediction Breakdown

print(<explainer>)

Prints Explainer Summary

print(<model_performance_explainer>)

Model Performance Summary

theme_drwhy() theme_drwhy_vertical()

DrWhy Theme for ggplot objects

theme_mi2()

MI^2 Theme

titanic

Passengers and Crew on the RMS Titanic

variable_importance()

Feature Importance Calculated as Loss from Feature Dropout

variable_response()

Marginal Response for a Single Variable

yhat()

Wrapper over the predict function