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DALEXtra (version 2.3.0)

Extension for 'DALEX' Package

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) 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.

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Install

install.packages('DALEXtra')

Monthly Downloads

2,321

Version

2.3.0

License

GPL

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Maintainer

Szymon Maksymiuk

Last Published

May 26th, 2023