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How do public sector values get into public sector machine learning systems, if at all?
Published on Jul 24, 2017830 Views
More machine learning algorithm–powered decision-support systems are piloted and deployed in the public sector each day to help detect individuals and corporate wrongdoing in areas such as taxation,
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Chapter list
How do public sector values get into public sector machine learning systems, if at all?00:00
Current applications of public sector ML00:52
Are there public sector values?01:57
Discovering digital discretion02:27
Formal or less formal knowledge exchange03:33
Machine learning as a (social) process04:03
Study background04:39
Five core takeaways - 105:32
Worries of gaming from external actors…05:48
… but also from internal ones06:13
Sometimes organisations want transparency…07:10
… and sometimes they don’t07:38
Five core takeaways - 208:26
External information can shine light on fairness issues08:55
Five core takeaways - 309:28
Adding humans to to maps I10:03
Adding humans to to maps II10:29
Five core takeaways - 411:04
‘Secondary uses of data’ are not free lunches11:28
Individuals can matter12:33
Five core takeaways - 513:36
Feedback loops should not be underemphasised14:21
What are you modelling?14:57
Five core takeaways - 615:45
Fin17:38