mlr3fairness contains several templates that allow for creating reports based on RMarkdown files. The report_* functions instantiate a new .Rmd file that can be further adapted by the user.
The following reports are currently available in mlr3fairness.
| Report | Description | Reference |
|---|---|---|
report_modelcard |
Modelcard for ML models | Mitchell et al., 2018 |
report_datasheet |
Datasheet for data sets | Gebru et al., 2018 |
report_fairness |
Fairness Report | – |
Usage:
Templates contain a set of pre-defined questions which can be used for reporting as well as initial graphics. The created .Rmd file can then be extended by the user. It can later be converted into a html report using rmarkdown::render().