Type: Package
Package: flashlight
Title: Shed Light on Black Box Machine Learning Models
Version: 0.7.3
Date: 2020-06-20
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
LazyData: true
RoxygenNote: 7.1.0
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
NeedsCompilation: no
Packaged: 2020-06-20 12:10:58 UTC; Michael
Author: Michael Mayer [aut, cre, cph]
Repository: CRAN
Date/Publication: 2020-06-20 12:30:02 UTC
Built: R 4.1.0; ; 2020-08-03 15:05:41 UTC; windows
