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 |
| Author: | Przemysław Biecek [aut], Magda Tatarynowicz [aut], Kamil Romaszko [aut, cre], Mateusz Urbański [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 |
| Reference manual: | modelDown.pdf |
| Package source: | modelDown_1.1.tar.gz |
| Windows binaries: | r-devel: modelDown_1.1.zip, r-release: modelDown_1.1.zip, r-oldrel: modelDown_1.1.zip |
| macOS binaries: | r-release: modelDown_1.1.tgz, r-oldrel: modelDown_1.1.tgz |
| Old sources: | modelDown archive |
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