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  1. HistGradientBoostingClassifier — scikit-learn 1...

    that categorical values of 1.0 and 1 are treated as the same category....version 1.4: Added "from_dtype" option. Changed in version 1.6: The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Fri Jul 18 16:24:00 UTC 2025
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  2. LabelSpreading — scikit-learn 1.7.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...Clamping factor. A value in (0, 1) that specifies the relative amount...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelSpreading.html
    Thu Jul 17 15:32:17 UTC 2025
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  3. GroupKFold — scikit-learn 1.7.1 documentation

    index=[0 1 4 5], group=[0 0 3 3] Fold 1: Train: index=[0 1 4 5],...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 On this...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html
    Fri Jul 18 16:24:01 UTC 2025
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  4. KernelPCA — scikit-learn 1.7.1 documentation

    coef0 = 1 , kernel_params = None , alpha = 1.0 , fit_inverse_transform...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html
    Fri Jul 18 16:24:00 UTC 2025
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  5. PassiveAggressiveClassifier — scikit-learn 1.7....

    default=1.0 Maximum step size (regularization). Defaults to 1.0. fit_intercept...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html
    Fri Jul 18 16:24:01 UTC 2025
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  6. 3.2. Tuning the hyper-parameters of an estimato...

    loguniform(1, 100) can be used instead of [1, 10, 100] . Mirroring...reference to the literature. 3.2.1. Exhaustive Grid Search # The...
    scikit-learn.org/stable/modules/grid_search.html
    Fri Jul 18 16:24:00 UTC 2025
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  7. 2.2. Manifold learning — scikit-learn 1.7.1 doc...

    as \(L = D^{-\frac{1}{2}} (D - A) D^{-\frac{1}{2}}\) . Partial...is only artificially high. 2.2.1. Introduction # High-dimensional...
    scikit-learn.org/stable/modules/manifold.html
    Fri Jul 18 16:24:00 UTC 2025
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  8. VotingRegressor — scikit-learn 1.7.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...KNeighborsRegressor () >>> X = np . array ([[ 1 , 1 ], [ 2 , 4 ], [ 3 , 9 ], [ 4...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingRegressor.html
    Fri Jul 18 16:24:00 UTC 2025
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  9. Older Versions — scikit-learn 1.7.1 documentation

    1 Meng Xinfan 1 Rob Zinkov 1 Shiqiao 1 Udi Weinsberg 1 Virgile...Cournapeau 1 Keith Goodman 1 Ludwig Schwardt 1 Olivier Hervieu 1 Sergio...
    scikit-learn.org/stable/whats_new/older_versions.html
    Fri Jul 18 16:24:01 UTC 2025
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  10. 1.8. Cross decomposition — scikit-learn 1.7.1 d...

    CCA and PLSSVD 1.8.1. PLSCanonical # We here describe...as follows: Set \(X_1\) to \(X\) and \(Y_1\) to \(Y\) . Then,...
    scikit-learn.org/stable/modules/cross_decomposition.html
    Fri Jul 18 16:24:00 UTC 2025
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