DALEXtra
Extension for 'DALEX' Package
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.
- Version2.3.0
- R version≥ 3.5.0
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?No
- DALEXtra citation info
- Last release05/26/2023
Documentation
Team
Szymon Maksymiuk
Przemyslaw Biecek
Show author detailsRolesAuthorHubert Baniecki
Show author detailsRolesAuthorAnna Kozak
Show author detailsRolesContributor
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- Depends1 package
- Imports1 package
- Suggests18 packages
- Reverse Imports2 packages
- Reverse Suggests1 package