c(person(given = "Szymon",
family = "Maksymiuk",
role = c("aut", "cre"),
email = "sz.maksymiuk@gmail.com",
comment = c(ORCID = "0000-0002-3120-1601")),
person(given = "Przemyslaw",
family = "Biecek",
email = "przemyslaw.biecek@gmail.com",
role = c("aut"),
comment = c(ORCID = "0000-0001-8423-1823")),
person("Anna", "Kozak", role = "ctb"),
person("Hubert", "Baniecki", role = "ctb"))
auditor, ingredients, gbm, ggrepel, h2o, iml, lime,
localModel, mlr, mlr3, randomForest, recipes, rmarkdown, rpart,
xgboost, testthat, tidymodels
Szymon Maksymiuk [aut, cre] (<https://orcid.org/0000-0002-3120-1601>),
Przemyslaw Biecek [aut] (<https://orcid.org/0000-0001-8423-1823>),
Anna Kozak [ctb],
Hubert Baniecki [ctb]

c(person(given = "Szymon",
family = "Maksymiuk",
role = c("aut", "cre"),
email = "sz.maksymiuk@gmail.com",
comment = c(ORCID = "0000-0002-3120-1601")),
person(given = "Przemyslaw",
family = "Biecek",
email = "przemyslaw.biecek@gmail.com",
role = c("aut"),
comment = c(ORCID = "0000-0001-8423-1823")),
person("Hubert", "Baniecki", role = "aut"),
person("Anna", "Kozak", role = "ctb"))
Provides wrapper of various machine learning models.
In applied machine learning, there
is a strong belief that we need to strike a balance
between interpretability and accuracy.
However, in field of the interpretable machine learning,
there are more and more new ideas for explaining black-box models,
that are implemented in 'R'.
'DALEXtra' creates 'DALEX' Biecek (2018) <arXiv:1806.08915> explainer for many type of models
including those created using 'python' 'scikit-learn' and 'keras' libraries, and 'java' 'h2o' library.
Important part of the package is Champion-Challenger analysis and innovative approach
to model performance across subsets of test data presented in Funnel Plot.
auditor, gbm, ggrepel, h2o, iml, ingredients, lime,
localModel, mlr, mlr3, ranger, recipes, rmarkdown, rpart,
stacks, xgboost, testthat, tidymodels
Szymon Maksymiuk [aut, cre] (<https://orcid.org/0000-0002-3120-1601>),
Przemyslaw Biecek [aut] (<https://orcid.org/0000-0001-8423-1823>),
Hubert Baniecki [aut],
Anna Kozak [ctb]