Type: Package
Package: flashlight
Title: Shed Light on Black Box Machine Learning Models
Version: 0.7.2
Date: 2020-04-12
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 (>= 3.1.0)
VignetteBuilder: knitr
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.1.0
Imports: stats, utils, dplyr, tidyr (>= 1.0.0), rlang, rpart,
        rpart.plot, ggplot2, ggpubr, MetricsWeighted (>= 0.3.0)
Suggests: knitr, ranger, xgboost, moderndive
NeedsCompilation: no
Packaged: 2020-04-14 11:37:34 UTC; Michael
Author: Michael Mayer [aut, cre, cph]
Repository: CRAN
Date/Publication: 2020-04-14 12:00:02 UTC
