/Team-2_VoiceAI

Detecting & Mitigating Bias: Gender, Age & Site

Primary LanguageJupyter Notebook

Bridge2AI (b2ai) project USF cohort Team 2

This project was developed in the b2ai summer school of 2024.

The project builds upon the following GitHub repository, which is the official GitHub of b2ai: https://github.com/sensein/b2aiprep/tree/main

References

The Equalized Odds and Equalized Opportunity metrics in the fairness_metric.py file utilize code provided by:

  1. Scott Lee, “scotthlee/fairness: First release!”. Zenodo, Jun. 01, 2021. doi: 10.5281/zenodo.4890946.
  2. GitHub Repository: scotthlee/fairness

Additional Resources

These links provide further understanding of some of the fairness metrics:

  1. Google Machine Learning Glossary: Fairness
  2. RSNA AI Blog - Understanding Fairness in AI
  3. GitHub Repository: Equalized Odds and Calibration
  4. A Visual Introduction to Measuring and Mitigating Bias in Machine Learning

Bridge2AI (b2ai) Project Updates

  1. USF Health, Weill Cornell Medicine earn inaugural funding in NIH’s newly launched Bridge2AI initiative, will create artificial intelligence platform for using voice to diagnose disease
  2. USF hosts first-ever summer course on using voice and AI as a diagnostic tool