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Jurity: State-of-the-Art Open Source Software for AI Fairness Evaluation

Offered By: All Things Open via YouTube

Tags

Machine Learning Courses Data Privacy Courses

Course Description

Overview

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Explore a groundbreaking approach to AI fairness evaluation in this 24-minute conference talk presented by Melinda Thielbar from Fidelity Investments at All Things Open 2023. Discover Jurity, an open-source software package that addresses the challenge of conducting fairness tests without collecting sensitive personal data. Learn about the innovative method for calculating fairness metrics while preserving individual privacy, particularly beneficial for companies and researchers facing data collection limitations. Gain insights into the open-source community's role in supporting fairness evaluation, Jurity's unique contributions, and emerging opportunities for developers in the field of AI fairness assessment. Understand how this state-of-the-art technique, first introduced at the 2023 Learning and Intelligent Optimization conference, has been validated using both simulated and real-world data.

Syllabus

Jurity: State of the Art Open Source Software for AI Fairnessevaluation - Melinda Thielbar


Taught by

All Things Open

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