How do we define fairness?
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21 Fairness definitions and their politics - Arvind Narayanan, 2018 [video; 1hr]
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DataKind UK’s Giselle Cory wrote a blog summarising and reflecing on Narayanan’s work, launched ahead of the book club.
Background
- Machine
Bias
- the Propublica COMPAS story that is the key reference point in talks about algorithmic bias and unfair outcomes [article]
- Where fairness fails: data, algorithms, and the limits of antidiscrimination discourse * Anna Lauren Hoffman, 2019 [academic article]
Hands on
- IBM AI Fairness 360 tool [blog + links to interactive tutorials]
For tweets from the evening see here
