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  1. MiniBatchSparsePCA — scikit-learn 1.7.1 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...tol to 0.0. Added in version 1.1. max_no_improvement int or None,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html
    Sat Aug 02 00:15:36 UTC 2025
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  2. SplineTransformer — scikit-learn 1.7.1 document...

    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
    Sat Aug 02 00:15:36 UTC 2025
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  3. 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
    Sat Aug 02 00:15:38 UTC 2025
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  4. RepeatedStratifiedKFold — scikit-learn 1.7.1 do...

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]])...>>> y = np . array ([ 0 , 0 , 1 , 1 ]) >>> rskf = RepeatedStratifiedKF...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html
    Sat Aug 02 00:15:35 UTC 2025
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  5. 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
    Sat Aug 02 00:15:38 UTC 2025
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  6. dbscan — scikit-learn 1.7.1 documentation

    1, 2, 3, 4]) >>> labels array([ 0, 0, 0, 1, 1, -1]) On this...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/dbscan-function.html
    Sat Aug 02 00:15:38 UTC 2025
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  7. ExtraTreeRegressor — scikit-learn 1.7.1 documen...

    min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0 , max_features = 1.0 ,...max_features=n_features . Changed in version 1.1: The default of max_features...
    scikit-learn.org/stable/modules/generated/sklearn.tree.ExtraTreeRegressor.html
    Sat Aug 02 00:15:36 UTC 2025
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  8. FeatureHasher — scikit-learn 1.7.1 documentation

    -1., 0., -1., 0., 1.], [ 0., 0., 0., -1., 0., -1., 0., 0.],...0.], [ 0., -1., 0., 0., 0., 0., 0., 1.]]) fit ( X = None , y...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html
    Sat Aug 02 00:15:35 UTC 2025
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  9. AgglomerativeClustering — scikit-learn 1.7.1 do...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...clustering . labels_ array([1, 1, 1, 0, 0, 0]) For a comparison...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.AgglomerativeClustering.html
    Sat Aug 02 00:15:36 UTC 2025
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  10. KernelDensity — scikit-learn 1.7.1 documentation

    log_density array([-1.52955942, -1.51462041, -1.60244657]) fit (...KernelDensity ( * , bandwidth = 1.0 , algorithm = 'auto' , kernel...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html
    Sat Aug 02 00:15:38 UTC 2025
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