Type: Package
Package: flashlight
Title: Shed Light on Black Box Machine Learning Models
Version: 0.8.0
Date: 2021-04-20
Authors@R: 
    person(given = "Michael",
           family = "Mayer",
           role = c("aut", "cre", "cph"),
           email = "mayermichael79@gmail.com")
Maintainer: Michael Mayer <mayermichael79@gmail.com>
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, 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.
License: GPL (>= 2)
URL: https://github.com/mayer79/flashlight
BugReports: https://github.com/mayer79/flashlight/issues
Depends: R (>= 3.2.0)
VignetteBuilder: knitr
Encoding: UTF-8
RoxygenNote: 7.1.1
Imports: dplyr (>= 1.0.0), cowplot, ggplot2, MetricsWeighted (>=
        0.3.0), rpart, rpart.plot, stats, tidyr (>= 1.0.0), tidyselect,
        utils, withr
Suggests: knitr, caret, mlr3, mlr3learners, moderndive, ranger,
        rmarkdown, testthat, xgboost
NeedsCompilation: no
Packaged: 2021-04-20 17:10:24 UTC; Michael
Author: Michael Mayer [aut, cre, cph]
Repository: CRAN
Date/Publication: 2021-04-21 06:00:17 UTC
Built: R 4.0.5; ; 2022-04-21 11:54:51 UTC; windows
