flashlight: Shed Light on Black Box Machine Learning Models
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) <doi:10.48550/arXiv.1612.08468>), further effects plots,
interaction strength, and variable contribution breakdown (Gosiewska
and Biecek (2019) <doi:10.48550/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: |
1.0.0 |
| Depends: |
R (≥ 3.2.0) |
| Imports: |
dplyr (≥ 1.1.0), ggplot2, MetricsWeighted (≥ 0.3.0), rlang (≥ 0.3.0), rpart, rpart.plot, stats, tibble, tidyr (≥ 1.0.0), tidyselect, utils |
| Suggests: |
knitr, rmarkdown, testthat (≥ 3.0.0) |
| Published: |
2025-10-13 |
| DOI: |
10.32614/CRAN.package.flashlight |
| 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 |
Documentation:
Downloads:
Reverse dependencies:
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=flashlight
to link to this page.