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Add SHAP for NLP & VISION templates #85

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2 of 4 tasks
LexABzH opened this issue Oct 24, 2022 · 0 comments
Open
2 of 4 tasks

Add SHAP for NLP & VISION templates #85

LexABzH opened this issue Oct 24, 2022 · 0 comments
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3 - Quality of Life Not a priority enhancement New feature or request NLP Issue related to the NLP template VISION Issue related to the VISION template

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@LexABzH
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LexABzH commented Oct 24, 2022

Problem

We use LIME as our go to explainer for both NLP & VISION templates, but we were forced to use SHAP for the NUM template (as LIME needs the whole training dataset for each explanation).
SHAP also manage texts & images. It could be great to add it for both NLP & VISION projects.

Concerned template

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

Solution

Add a SHAPE class to the model_explainer.py file.

Bonus : add it to our demonstrators

@LexABzH LexABzH added enhancement New feature or request NLP Issue related to the NLP template VISION Issue related to the VISION template 3 - Quality of Life Not a priority labels Oct 24, 2022
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Labels
3 - Quality of Life Not a priority enhancement New feature or request NLP Issue related to the NLP template VISION Issue related to the VISION template
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