Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification
Association for Computing Machinery (ACM) via YouTube
Overview
Syllabus
Introduction
Motivation
Background
Gender Classification
Benchmarks
Labeling
Benchmark Limitations
Overall Accuracy
Accuracy by Gender
Accuracy on Skin Type
Intersectional Evaluation for Gender Classification
Microsoft
Face Plus
IBM
Companies Response
Microsoft Response
IBM Response
Key takeaways
Intersectionality matters
The dangers of supremely white data
How is this technology used
Is this a good thing
How this technology is used
Quick question
Question
Question Fitzpatrick
Conclusion
Taught by
ACM FAccT Conference