The hardware and bandwidth for this mirror is donated by METANET, the Webhosting and Full Service-Cloud Provider.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]metanet.ch.
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.
Version: | 2.3.0 |
Depends: | R (≥ 3.5.0), DALEX (≥ 2.4.0) |
Imports: | ggplot2 |
Suggests: | auditor, gbm, ggrepel, h2o, iml, ingredients, lime, localModel, mlr, mlr3, ranger, recipes, reticulate, rmarkdown, rpart, stacks, xgboost, testthat, tidymodels |
Published: | 2023-05-26 |
DOI: | 10.32614/CRAN.package.DALEXtra |
Author: | Szymon Maksymiuk |
Maintainer: | Szymon Maksymiuk <sz.maksymiuk at gmail.com> |
BugReports: | https://github.com/ModelOriented/DALEXtra/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL] |
URL: | https://ModelOriented.github.io/DALEXtra/, https://github.com/ModelOriented/DALEXtra |
NeedsCompilation: | no |
Citation: | DALEXtra citation info |
Materials: | NEWS |
CRAN checks: | DALEXtra results |
Reference manual: | DALEXtra.pdf |
Package source: | DALEXtra_2.3.0.tar.gz |
Windows binaries: | r-devel: DALEXtra_2.3.0.zip, r-release: DALEXtra_2.3.0.zip, r-oldrel: DALEXtra_2.3.0.zip |
macOS binaries: | r-release (arm64): DALEXtra_2.3.0.tgz, r-oldrel (arm64): DALEXtra_2.3.0.tgz, r-release (x86_64): DALEXtra_2.3.0.tgz, r-oldrel (x86_64): DALEXtra_2.3.0.tgz |
Old sources: | DALEXtra archive |
Reverse imports: | tidysdm, viralx |
Reverse suggests: | marginaleffects, mlr3shiny |
Please use the canonical form https://CRAN.R-project.org/package=DALEXtra to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.