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  1. KBinsDiscretizer — scikit-learn 1.7.2 documenta...

    [ 1., 1., 1., 0.], [ 2., 2., 2., 1.], [ 2., 2., 2.,...>>> X = [[ - 2 , 1 , - 4 , - 1 ], ... [ - 1 , 2 , - 3 , - 0.5...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html
    Fri Sep 12 13:34:49 UTC 2025
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  2. NearestCentroid — scikit-learn 1.7.2 documentation

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html
    Fri Sep 12 13:34:49 UTC 2025
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  3. NuSVR — scikit-learn 1.7.2 documentation

    Added in version 1.1. n_support_ ndarray of shape (1,), dtype=int32...(0, 1]. By default 0.5 will be taken. C float, default=1.0 Penalty...
    scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVR.html
    Tue Sep 09 17:54:31 UTC 2025
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  4. 1.5. Stochastic Gradient Descent — scikit-learn...

    [ 1. , 1. ]] >>> y = [ 0 , 1 ] >>> clf = SGDClassifier...\Vert^2 + b\nu + \frac{1}{n} \sum_{i=1}^n \max(0, 1 - (\langle w, x_i...
    scikit-learn.org/stable/modules/sgd.html
    Fri Sep 12 13:34:53 UTC 2025
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  5. PolynomialCountSketch — scikit-learn 1.7.2 docu...

    [ 1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...Array with random entries in {+1, -1}, used to represent the 2-wise...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html
    Fri Sep 12 13:34:55 UTC 2025
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  6. AffinityPropagation — scikit-learn 1.7.2 docume...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2.... labels_ array([0, 0, 0, 1, 1, 1]) >>> clustering . predict...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html
    Fri Sep 12 13:34:53 UTC 2025
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  7. LogisticRegressionCV — scikit-learn 1.7.2 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...version 1.5: multi_class was deprecated in version 1.5 and will...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html
    Fri Sep 12 13:34:49 UTC 2025
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  8. LassoCV — scikit-learn 1.7.2 documentation

    since version 1.7: n_alphas was deprecated in 1.7 and will be...since version 1.7: alphas=None was deprecated in 1.7 and will be...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html
    Fri Sep 12 13:34:55 UTC 2025
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  9. Birch — scikit-learn 1.7.2 documentation

    1 ], [ 0.3 , 1 ], [ - 0.3 , 1 ], [ 0 , - 1 ], [ 0.3...predict ( X ) array([0, 0, 0, 1, 1, 1]) For a comparison of the BIRCH...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Fri Sep 12 13:34:49 UTC 2025
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  10. SpectralBiclustering — scikit-learn 1.7.2 docum...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . row_labels_ array([1, 1, 1, 0, 0, 0], dtype=int32) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralBiclustering.html
    Fri Sep 12 13:34:55 UTC 2025
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