DALEX: moDel Agnostic Language for Exploration and eXplanation

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) <doi:10.48550/arXiv.1806.08915>.

Version: 2.4.3
Depends: R (≥ 3.5)
Imports: ggplot2, iBreakDown (≥ 1.3.1), ingredients (≥ 2.0)
Suggests: gower, ranger, testthat, methods
Published: 2023-01-15
DOI: 10.32614/CRAN.package.DALEX
Author: Przemyslaw Biecek ORCID iD [aut, cre], Szymon Maksymiuk ORCID iD [aut], Hubert Baniecki ORCID iD [aut]
Maintainer: Przemyslaw Biecek <przemyslaw.biecek at gmail.com>
BugReports: https://github.com/ModelOriented/DALEX/issues
License: GPL-2 | GPL-3 [expanded from: GPL]
URL: https://modeloriented.github.io/DALEX/, https://dalex.drwhy.ai
NeedsCompilation: no
Citation: DALEX citation info
In views: MachineLearning, TeachingStatistics
CRAN checks: DALEX results


Reference manual: DALEX.pdf


Package source: DALEX_2.4.3.tar.gz
Windows binaries: r-devel: DALEX_2.4.3.zip, r-release: DALEX_2.4.3.zip, r-oldrel: DALEX_2.4.3.zip
macOS binaries: r-release (arm64): DALEX_2.4.3.tgz, r-oldrel (arm64): DALEX_2.4.3.tgz, r-release (x86_64): DALEX_2.4.3.tgz, r-oldrel (x86_64): DALEX_2.4.3.tgz
Old sources: DALEX archive

Reverse dependencies:

Reverse depends: DALEXtra
Reverse imports: arenar, auditor, ceterisParibus, drifter, EIX, fairmodels, localModel, modelDown, modelStudio, oncrawlR, PPtreeregViz, rSAFE, shapper, survex, tidysdm, triplot, viralx, vivo
Reverse suggests: BetaBit, breakDown, corrgrapher, iBreakDown, ingredients, lares, live, mlr3shiny


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