Social Implications of Bias in Machine Learning
Resources & References
Tools:
- Open Data Institute’s Data Ethics Canvas
- Ethical OS Toolkit
- Tarot Cards of Tech
- Google PAIR’s facets
- L.I.M.E
- Google PAIR’s ‘What-If Tool’
- IBM’s AI fairness 360 Framework
Articles:
- Boston’s Street bump app
- Blind orchestra auditions
- Australian anti descrimination law
- Google Translate gendered language
- Gender parity is improving among doctors
- Joy Buolamwini’s Algorithmic Justice League
- GDPR, CHAPTER III, Article 15
- Facebook ad targeting
- ProPublica’s analysis of COMPAS
- Members of congress matched to mugshots and Amazon’s response
- Open AI’s GPT-2 Model