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Benchmark Limitations
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Classroom Contents
Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification
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- 1 Introduction
- 2 Motivation
- 3 Background
- 4 Gender Classification
- 5 Benchmarks
- 6 Labeling
- 7 Benchmark Limitations
- 8 Overall Accuracy
- 9 Accuracy by Gender
- 10 Accuracy on Skin Type
- 11 Intersectional Evaluation for Gender Classification
- 12 Microsoft
- 13 Face Plus
- 14 IBM
- 15 Companies Response
- 16 Microsoft Response
- 17 IBM Response
- 18 Key takeaways
- 19 Intersectionality matters
- 20 The dangers of supremely white data
- 21 How is this technology used
- 22 Is this a good thing
- 23 How this technology is used
- 24 Quick question
- 25 Question
- 26 Question Fitzpatrick
- 27 Conclusion
