It would be awesome to have support for regression models in dalex.fairness module. It should have some of the features pointed below:
- Density plot - showing the density of prediction for each subgroup
- PDP-like plot - for each subgroup
- Metrics that would allow for a plot like
fairness_check
- Assuming that the fairness for regression models won't be as rich as for classification, there should be a way to transform the regression model/explainer into a classification model
It would be awesome to have support for regression models in
dalex.fairnessmodule. It should have some of the features pointed below:fairness_check