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Update to sklearn 1.8#872

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SebastienMelo wants to merge 8 commits intoINRIA:mainfrom
SebastienMelo:sklearn-1.8
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Update to sklearn 1.8#872
SebastienMelo wants to merge 8 commits intoINRIA:mainfrom
SebastienMelo:sklearn-1.8

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@SebastienMelo
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Do not merge, I still need to check if the jupyter preview works correctly

@ArturoAmorQ
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Thanks for the PR @SebastienMelo! In principle the jupyter-book build in the CI was fixed in #873. You just have to merge main for it to work.

ArturoAmorQ and others added 3 commits January 21, 2026 13:54
* MNT Bump jupyter-book version

* Pin jupyter-book<2.0 instead

* Iter

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Co-authored-by: ArturoAmorQ <arturo.amor-quiroz@polytechnique.edu>
Comment on lines 92 to 93
# Silence a deprecation warning in scikit-learn v1.6 related to how the
# ColumnTransformer stores an attribute that we do not use in this notebook
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We will need to remove the comments related to force_int_remainder_cols=False from this and the other notebooks

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# Silence a deprecation warning in scikit-learn v1.6 related to how the
# ColumnTransformer stores an attribute that we do not use in this notebook

@SebastienMelo
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All checks have been done. The wrap up quizzes work too.

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