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  1. PassiveAggressiveClassifier — scikit-lear...

    deprecated in version 1.8 and will be removed in 1.10. Instead use:...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html
    Mon Feb 16 16:33:27 GMT 2026
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  2. silhouette_samples — scikit-learn 1.8.0 d...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the Silhouette...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_samples.html
    Mon Feb 16 16:32:33 GMT 2026
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  3. f_classif — scikit-learn 1.8.0 documentation

    n_clusters_per_class = 1 , ... shuffle = False , random_state...f_statistic array([2.21e+02, 7.02e-01, 1.70e+00, 9.31e-01, 5.41e+00, 3.25e-01,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_classif.html
    Mon Feb 16 16:32:33 GMT 2026
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  4. SplineTransformer — scikit-learn 1.8.0 do...

    n_splines=n_knots + degree - 1 ( n_knots - 1 for extrapolation="periodic"...degree - 1 for non-periodic splines and n_knots - 1 for periodic...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.SplineTransformer.html
    Mon Feb 16 16:32:34 GMT 2026
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  5. Displaying Pipelines — scikit-learn 1.8.0...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The "balanced" mode uses...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html
    Mon Feb 16 16:33:25 GMT 2026
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  6. MiniBatchDictionaryLearning — scikit-lear...

    1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...heuristics. Added in version 1.1. fit_algorithm {‘lars’, ‘cd’},...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html
    Mon Feb 16 16:32:33 GMT 2026
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  7. GroupKFold — scikit-learn 1.8.0 documenta...

    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
    Mon Feb 16 16:32:33 GMT 2026
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  8. HistGradientBoostingClassifier — scikit-l...

    that categorical values of 1.0 and 1 are treated as the same category....integer values: 1: monotonic increase 0: no constraint -1: monotonic...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Mon Feb 16 16:32:35 GMT 2026
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  9. fetch_openml — scikit-learn 1.8.0 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...Added in version 1.2. Changed in version 1.4: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html
    Mon Feb 16 16:33:27 GMT 2026
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  10. KernelPCA — scikit-learn 1.8.0 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
    Mon Feb 16 16:32:35 GMT 2026
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