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Reports

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().

library(mlr3fairness)
rmdfile = report_datasheet()
rmarkdown::render(rmdfile)

Examples

Example: Model Card

Example: Data Sheet

Example: Fairness Report

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.