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Determining the unit of analysis for the machine learning models #26

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naagma5 opened this issue Sep 28, 2021 · 2 comments
Open

Determining the unit of analysis for the machine learning models #26

naagma5 opened this issue Sep 28, 2021 · 2 comments
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design-thinking documentation Improvements or additions to documentation Machine Learning question Further information is requested stale

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@naagma5
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naagma5 commented Sep 28, 2021

For the chrome extension, we need to decide what is the unit or type of selections trusted contributors can select when identifying racially biased content. This will be used to train the ML models and is important to help users understand why content is potentially racially biased and to offer up alternatives.

Considerations

  • If content is considered racially biased, context will be a factor. How can we store more data around the selected word / phrase to provide more context for the ML models?
  • At what granularity should the trusted contributors be expected to flag content? (Categorically vs binary?)
  • Consider the input as a paragraph/group of text and all kind of tokenizations can be used to finally preprocess
@naagma5 naagma5 added documentation Improvements or additions to documentation question Further information is requested design-thinking labels Sep 28, 2021
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👋 Hi! This issue has been marked stale due to inactivity. If no further activity occurs, it will automatically be closed in 14 days.

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github-actions bot commented Apr 5, 2022

👋 Hi! This issue has been marked stale due to inactivity. If no further activity occurs, it will automatically be closed in 14 days.

@github-actions github-actions bot added the stale label Apr 5, 2022
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Labels
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