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  1. PCA — scikit-learn 1.7.2 documentation

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...more details. Added in version 1.1. power_iteration_normalizer {‘auto’,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html
    Wed Sep 17 19:58:00 UTC 2025
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  2. Perceptron — scikit-learn 1.7.2 documentation

    l1_ratio <= 1 . l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Perceptron.html
    Wed Sep 17 19:58:00 UTC 2025
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  3. make_sparse_spd_matrix — scikit-learn 1.7.2 doc...

    array([[1., 0., 0., 0.], [0., 1., 0., 0.], [0., 0., 1., 0.], [0.,...elements all 1. smallest_coef float, default=0.1 The value of...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_sparse_spd_matrix.html
    Wed Sep 17 19:57:59 UTC 2025
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  4. DictVectorizer — scikit-learn 1.7.2 documentation

    [{ 'foo' : 1 , 'bar' : 2 }, { 'foo' : 3 , 'baz' : 1 }] >>> X =...) >>> X array([[2., 0., 1.], [0., 1., 3.]]) >>> v . inverse_transform...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.DictVectorizer.html
    Wed Sep 17 19:57:58 UTC 2025
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  5. RocCurveDisplay — scikit-learn 1.7.2 documentation

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...([ 0 , 0 , 1 , 1 ]) >>> y_score = np . array ([ 0.1 , 0.4 , 0.35...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.RocCurveDisplay.html
    Wed Sep 17 19:57:59 UTC 2025
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  6. GammaRegressor — scikit-learn 1.7.2 documentation

    alpha = 1.0 , fit_intercept = True , solver...Parameters : alpha float, default=1 Constant that multiplies the L2...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.GammaRegressor.html
    Wed Sep 17 19:58:00 UTC 2025
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  7. Marvel Reference for 2.x and 1.x | Elastic

    x and 1.x: 2.1 Marvel Reference for 2.x and 1.x: 2.0 Marvel...Reference for 2.x and 1.x Marvel Reference for 2.x and 1.x: 2.4 Marvel...
    www.elastic.co/guide/en/marvel/index.html
    Mon Apr 28 19:19:06 UTC 2025
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  8. johnson_lindenstrauss_min_dim — scikit-learn 1....

    defined by: (1 - eps) ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps) ||u...]0, 1[ and p is a projection by a random Gaussian N(0, 1) matrix...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...
    Wed Sep 17 19:57:59 UTC 2025
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  9. Metadata Routing — scikit-learn 1.7.2 documenta...

    array([1., 1., 1.]) Routing Meta-Estimator...ExampleClassifier. array([1., 1., 1.]) Deprecation / Default Value...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_metadata_routing.html
    Wed Sep 17 19:58:00 UTC 2025
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  10. MiniBatchKMeans — scikit-learn 1.7.2 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...0 , 1 ], [ 2 , 2 ], ... [ 3 , 2 ], [ 5 , 5 ], [ 1 , - 1 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.MiniBatchKMeans.html
    Wed Sep 17 19:58:00 UTC 2025
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