Package: DALEX
Title: moDel Agnostic Language for Exploration and eXplanation
Version: 2.5.4
Authors@R: c(person("Przemyslaw", "Biecek", email = "przemyslaw.biecek@gmail.com", role = c("aut", "cre"), 
             comment = c(ORCID = "0000-0001-8423-1823")),
    person("Szymon", "Maksymiuk", role = "aut",
             comment = c(ORCID = "0000-0002-3120-1601")),
    person("Hubert", "Baniecki", role = "aut",
             comment = c(ORCID = "0000-0001-6661-5364")))
Description: Any unverified black box model is the path to failure.
        Opaqueness leads to distrust. Distrust leads to ignoration.
        Ignoration leads to rejection. DALEX package xrays any model
        and helps to explore and explain its behaviour. Machine
        Learning (ML) models are widely used and have various
        applications in classification or regression. Models created
        with boosting, bagging, stacking or similar techniques are
        often used due to their high performance. But such black-box
        models usually lack direct interpretability. DALEX package
        contains various methods that help to understand the link
        between input variables and model output. Implemented methods
        help to explore the model on the level of a single instance as
        well as a level of the whole dataset. All model explainers are
        model agnostic and can be compared across different models.
        DALEX package is the cornerstone for 'DrWhy.AI' universe of
        packages for visual model exploration. Find more details in
        (Biecek 2018) <https://jmlr.org/papers/v19/18-416.html>.
License: GPL
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.2
Depends: R (>= 3.5)
Imports: ggplot2, iBreakDown (>= 1.3.1), ingredients (>= 2.0),
        kernelshap
Suggests: gower, ranger, testthat, methods
URL: https://modeloriented.github.io/DALEX/, https://dalex.drwhy.ai
BugReports: https://github.com/ModelOriented/DALEX/issues
Repository: https://modeloriented.r-universe.dev
Date/Publication: 2026-07-15 11:00:32 UTC
RemoteUrl: https://github.com/modeloriented/dalex
RemoteRef: HEAD
RemoteSha: 77ea3ad9580a3b68aaa94d8dca75d11bd527848f
NeedsCompilation: no
Packaged: 2026-10-13 10:43:37 UTC; root
Author: Przemyslaw Biecek [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-8423-1823>),
  Szymon Maksymiuk [aut] (ORCID: <https://orcid.org/0000-0002-3120-1601>),
  Hubert Baniecki [aut] (ORCID: <https://orcid.org/0000-0001-6661-5364>)
Maintainer: Przemyslaw Biecek <przemyslaw.biecek@gmail.com>
Built: R 4.6.1; ; 2026-10-13 10:44:53 UTC; windows
