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Fair algorithms
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Classroom Contents
Addressing Algorithmic Bias
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- 1 Intro
- 2 Heuristics & biases
- 3 The cognitive bias codex
- 4 Algorithmic bias
- 5 Examples
- 6 Where does bias enter the algorithms?
- 7 Fair algorithms
- 8 Analysing trade-offs when choosing who to protect from algorithmic bias
- 9 Protecting groups, protecting individuals
- 10 Accuracy is fairness
- 11 Combating bias in algorithms
- 12 Screening algorithms for bias
- 13 What can we control?
- 14 Algorithmic auditing
- 15 Challenges with addressing algorithmic bias
- 16 Mitigating algorithmic bias
- 17 Outro
