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  1. HistGradientBoostingRegressor — scikit-le...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...version 1.1: Added option ‘quantile’. Changed in version 1.3: Added...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. GradientBoostingClassifier — scikit-learn...

    1 , n_estimators = 100 , subsample = 1.0 , criterion...in the range [1, inf) . subsample float, default=1.0 The fraction...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingClassifier.html
    Fri Dec 05 17:52:55 GMT 2025
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  3. make_gaussian_quantiles — scikit-learn 1....

    dataset is from Zhu et al [1]. References [ 1 ] Zhu, H. Zou, S. Rosset,...es ( * , mean = None , cov = 1.0 , n_samples = 100 , n_features...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_gaussian_quantiles.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. GroupKFold — scikit-learn 1.7.2 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
    Fri Dec 05 17:52:54 GMT 2025
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  5. silhouette_score — scikit-learn 1.7.2 doc...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the mean...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Fri Dec 05 17:52:54 GMT 2025
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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
    Fri Dec 05 17:52:55 GMT 2025
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  7. FeatureUnion — scikit-learn 1.7.2 documen...

    svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html
    Fri Dec 05 17:52:54 GMT 2025
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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
    Fri Dec 05 17:52:54 GMT 2025
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  9. PassiveAggressiveClassifier — scikit-lear...

    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 Dec 05 17:52:54 GMT 2025
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  10. KernelPCA — scikit-learn 1.7.2 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 Dec 05 17:52:54 GMT 2025
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