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Add threshold optimization #119

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3 of 5 tasks
Eilwenn opened this issue Jan 10, 2023 · 0 comments
Open
3 of 5 tasks

Add threshold optimization #119

Eilwenn opened this issue Jan 10, 2023 · 0 comments
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2 - Nice to have Nice to have, but not main prio enhancement New feature or request NLP Issue related to the NLP template NUM Issue related to the NUM template VISION Issue related to the VISION template

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@Eilwenn
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Eilwenn commented Jan 10, 2023

Problem

There is no threshold optimization implemented. Such optimization could enhance classification model performances when class distribution is very unbalanced, or when misclassification errors' impact differ from one class to another.

Concerned template

  • NLP template
  • NUM template
  • VISION template
  • API template
  • How templates are generated - Jinja

Solution

  • MVP: Add threshold optimization script or notebook with ROC curves

Additional context

N/A
@Eilwenn Eilwenn added the enhancement New feature or request label Jan 10, 2023
@Eilwenn Eilwenn added NLP Issue related to the NLP template NUM Issue related to the NUM template VISION Issue related to the VISION template 2 - Nice to have Nice to have, but not main prio labels Jan 20, 2023
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2 - Nice to have Nice to have, but not main prio enhancement New feature or request NLP Issue related to the NLP template NUM Issue related to the NUM template VISION Issue related to the VISION template
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@Eilwenn