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DESCRIPTION
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DESCRIPTION
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Package: flashlight
Title: Shed Light on Black Box Machine Learning Models
Version: 0.9.0.9000
Authors@R:
person("Michael", "Mayer", , "mayermichael79@gmail.com", role = c("aut", "cre", "cph"))
Description: 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, interaction
strength, and variable contribution breakdown (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.
License: GPL (>= 2)
Depends:
R (>= 3.2.0)
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.1
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
URL: https://github.com/mayer79/flashlight
BugReports: https://github.com/mayer79/flashlight/issues
Suggests:
knitr,
rmarkdown,
testthat (>= 3.0.0)
VignetteBuilder: knitr
Config/testthat/edition: 3