Shed light on black box machine learning models by the help of model performance, variable importance, global surrogate models, ICE profiles, partial dependence (Friedman J. H. (2001) <doi:10.1214/aos/1013203451>), accumulated local effects (Apley D. W. (2016) <arXiv:1612.08468>), further effects plots, scatter plots, interaction strength, and variable contribution breakdown (approximate SHAP) for single observations (Gosiewska and Biecek (2019) <arxiv:1903.11420>). All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.
| Version: | 0.7.3 |
| Depends: | R (≥ 3.2.0) |
| Imports: | stats, utils, tidyselect, dplyr (≥ 1.0.0), tidyr (≥ 1.0.0), rpart, rpart.plot, ggplot2, ggpubr, MetricsWeighted (≥ 0.3.0) |
| Suggests: | knitr, rmarkdown, testthat, ranger, xgboost, moderndive, caret, mlr3, mlr3learners |
| Published: | 2020-06-20 |
| Author: | Michael Mayer [aut, cre, cph] |
| Maintainer: | Michael Mayer <mayermichael79 at gmail.com> |
| BugReports: | https://github.com/mayer79/flashlight/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/mayer79/flashlight |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | flashlight results |
| Reference manual: | flashlight.pdf |
| Vignettes: |
Using flashlight with caret Using flashlight Using flashlight with mlr3 |
| Package source: | flashlight_0.7.3.tar.gz |
| Windows binaries: | r-devel: flashlight_0.7.3.zip, r-release: flashlight_0.7.3.zip, r-oldrel: flashlight_0.7.3.zip |
| macOS binaries: | r-release: flashlight_0.7.3.tgz, r-oldrel: flashlight_0.7.3.tgz |
| Old sources: | flashlight archive |
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