Website generator with HTML summaries for predictive models. This package uses 'DALEX' explainers to describe global model behavior. We can see how well models behave (tabs: Model Performance, Auditor), how much each variable contributes to predictions (tabs: Variable Response) and which variables are the most important for a given model (tabs: Variable Importance). We can also compare Concept Drift for pairs of models (tabs: Drifter). Additionally, data available on the website can be easily recreated in current R session. Work on this package was financially supported by the NCN Opus grant 2017/27/B/ST6/01307 at Warsaw University of Technology, Faculty of Mathematics and Information Science.
Version: 1.1 Depends: R (≥ 3.4.0) Imports: DALEX (≥ 1.0), auditor (≥ 0.3.0), ggplot2 (≥ 3.1.0), whisker (≥ 0.3-2), DT (≥ 0.4), kableExtra (≥ 0.9.0), psych (≥ 1.8.4), archivist (≥ 2.1.0), svglite (≥ 1.2.1), devtools (≥ 2.0.1), breakDown (≥ 0.1.6), drifter (≥ 0.2.1) Suggests: ranger, testthat, useful Published: 2020-04-15 DOI: 10.32614/CRAN.package.modelDown Author: PrzemysÅaw Biecek [aut], Magda Tatarynowicz [aut], Kamil Romaszko [aut, cre], Mateusz UrbaÅski [aut] Maintainer: Kamil Romaszko <kamil.romaszko at gmail.com> BugReports: https://github.com/ModelOriented/modelDown/issues License: Apache License 2.0 URL: https://github.com/ModelOriented/modelDown NeedsCompilation: no CRAN checks: modelDown results Documentation: Downloads: Linking:Please use the canonical form https://CRAN.R-project.org/package=modelDown to link to this page.
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