DALEX (version 0.2.4)

model_performance: Model Performance Plots

Description

Model Performance Plots

Usage

model_performance(explainer, ...)

Arguments

explainer

a model to be explained, preprocessed by the 'explain' function

...

other parameters

Value

An object of the class 'model_performance_explainer'.

Examples

# NOT RUN {
 
# }
# NOT RUN {
library("breakDown")
library("randomForest")
HR_rf_model <- randomForest(left~., data = breakDown::HR_data, ntree = 100)
explainer_rf  <- explain(HR_rf_model, data = HR_data, y = HR_data$left)
model_performance(explainer_rf)

HR_glm_model <- glm(left~., data = breakDown::HR_data, family = "binomial")
explainer_glm <- explain(HR_glm_model, data = HR_data, y = HR_data$left,
                    predict_function = function(m,x) predict.glm(m,x,type = "response"))
mp_ex_glm <- model_performance(explainer_glm)
mp_ex_glm
plot(mp_ex_glm)

HR_lm_model <- lm(left~., data = breakDown::HR_data)
explainer_lm <- explain(HR_lm_model, data = HR_data, y = HR_data$left)
model_performance(explainer_lm)
 
# }
# NOT RUN {
# }