timkok / ibm_fairness

IBM Fairness Pipeline Project

CS 634 Data Mining, Summer 2020

Prof. Pantelis Monogioudis (Instructor)

Project Team

1. Tian Liao
2. Shreena Mehta
3. Ashish Saxena

Project Objectives

1. Read the paper and fully understand the fairness pipeline. Write your own tutorial summary of the pipeline in a markdown file.
2. Execute the credit decision pipeline that is detecting age bias and removing using the reweighting algorithm and explain the findings.
3. Apply a different method for detecting and removing bias.
4. Write a thorough explanation comparing the reweighting and the method you selected.

DataSet

Technical Details