champion_challenger |
Compare machine learning models |
create_env |
Create your conda virtual env with DALEX |
dalex_load_explainer |
DALEX load explainer |
explain_h2o |
Create explainer from your h2o model |
explain_keras |
Wrapper for Python Keras Models |
explain_mlr |
Create explainer from your mlr model |
explain_mlr3 |
Create explainer from your mlr model |
explain_scikitlearn |
Wrapper for Python Scikit-Learn Models |
explain_tidymodels |
Create explainer from your tidymodels workflow. |
explain_xgboost |
Create explainer from your xgboost model |
funnel_measure |
Caluculate difference in performance in models across different categories |
model_info.GraphLearner |
Exract info from model |
model_info.H2OBinomialModel |
Exract info from model |
model_info.H2OMultinomialModel |
Exract info from model |
model_info.H2ORegressionModel |
Exract info from model |
model_info.keras |
Exract info from model |
model_info.LearnerClassif |
Exract info from model |
model_info.LearnerRegr |
Exract info from model |
model_info.model_stack |
Exract info from model |
model_info.scikitlearn_model |
Exract info from model |
model_info.workflow |
Exract info from model |
model_info.WrappedModel |
Exract info from model |
model_info.xgb.Booster |
Exract info from model |
model_type.dalex_explainer |
Instance Level Surrogate Models |
overall_comparison |
Compare champion with challengers globally |
plot.funnel_measure |
Funnel plot for difference in measures |
plot.overall_comparison |
Plot function for overall_comparison |
plot.predict_surrogate_lime |
Instance Level Surrogate Models |
plot.training_test_comparison |
Plot and compare performance of model between training and test set |
predict_model.dalex_explainer |
Instance Level Surrogate Models |
predict_parts |
Instance Level Surrogate Models |
predict_parts_break_down |
Instance Level Surrogate Models |
predict_parts_ibreak_down |
Instance Level Surrogate Models |
predict_parts_shap |
Instance Level Surrogate Models |
predict_surrogate |
Instance Level Surrogate Models |
predict_surrogate_iml |
Instance Level Surrogate Models |
predict_surrogate_lime |
Instance Level Surrogate Models |
predict_surrogate_local_model |
Instance Level Surrogate Models |
print.funnel_measure |
Print funnel_measure object |
print.overall_comparison |
Print overall_comparison object |
print.scikitlearn_set |
Prints scikitlearn_set class |
print.training_test_comparison |
Print funnel_measure object |
training_test_comparison |
Compare performance of model between training and test set |
yhat.GraphLearner |
Wrapper over the predict function |
yhat.H2OBinomialModel |
Wrapper over the predict function |
yhat.H2OMultinomialModel |
Wrapper over the predict function |
yhat.H2ORegressionModel |
Wrapper over the predict function |
yhat.keras |
Wrapper over the predict function |
yhat.LearnerClassif |
Wrapper over the predict function |
yhat.LearnerRegr |
Wrapper over the predict function |
yhat.model_stack |
Wrapper over the predict function |
yhat.scikitlearn_model |
Wrapper over the predict function |
yhat.workflow |
Wrapper over the predict function |
yhat.WrappedModel |
Wrapper over the predict function |
yhat.xgb.Booster |
Wrapper over the predict function |