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feat: For a ML task, include some baselines #1025

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sylvaincom opened this issue Dec 27, 2024 · 2 comments
Open

feat: For a ML task, include some baselines #1025

sylvaincom opened this issue Dec 27, 2024 · 2 comments
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enhancement New feature or request

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@sylvaincom
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sylvaincom commented Dec 27, 2024

Is your feature request related to a problem? Please describe.

Data scientists often rush to use relatively complex models on a new data set they discover, without trying out some simple baselines first.

Describe the solution you'd like

Add some baseline models.

Skore should be able to detect that the user has not tried some baselines first and make some recommendations. This could be LLM-assisted?

@sylvaincom sylvaincom added enhancement New feature or request needs-triage This has been recently submitted and needs attention labels Dec 27, 2024
@glemaitre
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There is stuff before to do LLM-assisted stuff: https://skrub-data.org/stable/reference/generated/skrub.tabular_learner.html

@sylvaincom
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sylvaincom commented Dec 30, 2024

Yes! I was also thinking about the dummy estimators of scikit-learn? At least just to compare the score of my model, to see if it beats very simple baselines

@tuscland tuscland removed the needs-triage This has been recently submitted and needs attention label Jan 3, 2025
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