Package: DALEXtra
Title: Extension for 'DALEX' Package
Version: 2.3.1
Authors@R: 
    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"))
Description: 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) <doi:10.48550/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.
Depends: R (>= 3.5.0), DALEX (>= 2.4.0)
License: GPL
Encoding: UTF-8
RoxygenNote: 7.3.3
Imports: ggplot2
Suggests: auditor, gbm, ggrepel, h2o, iml, ingredients, lime,
        localModel, mlr, mlr3, ranger, recipes, reticulate, rmarkdown,
        rpart, stacks, xgboost, testthat, tidymodels
URL: https://ModelOriented.github.io/DALEXtra/,
        https://github.com/ModelOriented/DALEXtra
BugReports: https://github.com/ModelOriented/DALEXtra/issues
Repository: https://modeloriented.r-universe.dev
Date/Publication: 2026-01-14 01:10:18 UTC
RemoteUrl: https://github.com/modeloriented/dalextra
RemoteRef: HEAD
RemoteSha: c8274a3e048c6e1cba23bf9d20cffb57e7216c4f
NeedsCompilation: no
Packaged: 2026-07-15 13:33:06 UTC; root
Author: Szymon Maksymiuk [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-3120-1601>),
  Przemyslaw Biecek [aut] (ORCID:
    <https://orcid.org/0000-0001-8423-1823>),
  Hubert Baniecki [aut],
  Anna Kozak [ctb]
Maintainer: Szymon Maksymiuk <sz.maksymiuk@gmail.com>