Bias Free Justice

Summary

Explore racial bias and dataset imbalances in the COMPAS risk assessment tool. Using ProPublica's analysis, investigate disparities and propose strategies to mitigate bias for fairer criminal justice outcomes.

Feature List

• Analysis of racial bias in COMPAS risk assessment tool
• Dataset preprocessing and cleaning
• Exploratory data analysis (EDA) on COMPAS dataset
• Visualization of racial disparities in risk assessment
• Custom cost penalty implementation for fairness adjustments
• Leveraging large language models (LLMs) for data augmentation
• Representation analysis by race and other demographics
• Proposing strategies to mitigate bias in risk predictions
• Interpretable ML techniques for fair decision-making
• Open-source and MIT-licensed research project