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: 0.9.0
Depends: R (≥ 3.2.0)
Imports: cowplot, dplyr (≥ 1.1.0), ggplot2, MetricsWeighted (≥ 0.3.0), rlang (≥ 0.3.0), rpart, rpart.plot, stats, tibble, tidyr (≥ 1.0.0), tidyselect, utils, withr
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0)
Published: 2023-05-10
DOI: NA
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:

Reference manual: flashlight.pdf
Vignettes: Using flashlight

Downloads:

Package source: flashlight_0.9.0.tar.gz
Windows binaries: r-devel: flashlight_0.9.0.zip, r-release: flashlight_0.9.0.zip, r-oldrel: flashlight_0.9.0.zip
macOS binaries: r-release (arm64): flashlight_0.9.0.tgz, r-oldrel (arm64): flashlight_0.9.0.tgz, r-release (x86_64): flashlight_0.9.0.tgz, r-oldrel (x86_64): flashlight_0.9.0.tgz
Old sources: flashlight archive

Reverse dependencies:

Reverse imports: vivid

Linking:

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