Skip to content

DaJaime/SHAP_highlight_bias

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

2 Commits
 
 
 
 
 
 
 
 

Repository files navigation

Use of SHAP to highlight discriminatory bias

The model predict a student's average based on various factors. We use a random forest to make a prediction.

See the train dataset here : http://roycekimmons.com/tools/generated_data/exams

Following this tutorial : https://towardsdatascience.com/explain-your-model-with-the-shap-values-bc36aac4de3d

After inspecting our model, we could see that he judged mens and a certain ethnic group to be less successful. If we use this model in university recruitment, he will had a discriminating impact on students applying.

Features impact

shapPlotDetail

About

Use of SHAP to highlight discriminatory bias.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published