Type: Package
Package: flashlight
Title: Shed Light on Black Box Machine Learning Models
Version: 0.5.0
Date: 2019-12-04
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, permutation variable importance (Fisher
    et al. (2018) <arxiv:1801.01489>), 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
    (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)
Depends: R (>= 3.5.0)
VignetteBuilder: knitr
Encoding: UTF-8
LazyData: true
Imports: stats, utils, dplyr, tidyr, rlang, ggplot2, ggpubr,
        MetricsWeighted (>= 0.3.0)
Suggests: knitr, lubridate, ranger, xgboost, caret, moderndive
RoxygenNote: 7.0.2
NeedsCompilation: no
Packaged: 2019-12-04 21:05:40 UTC; Michael
Author: Michael Mayer [aut, cre, cph]
Repository: CRAN
Date/Publication: 2019-12-05 17:00:06 UTC
