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  1. shuffle — scikit-learn 1.7.2 documentation

    1.], [1., 0.]]) >>> y array([2, 1, 0]) >>>...>>> X = np . array ([[ 1. , 0. ], [ 2. , 1. ], [ 0. , 0. ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.utils.shuffle.html
    Tue Dec 02 16:12:16 GMT 2025
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  2. 2.1. Gaussian mixture models — scikit-lea...

    1.1. Gaussian Mixture # The GaussianMixture...models using a finite mixture. 2.1.2.1. The Dirichlet Process # Here...
    scikit-learn.org/stable/modules/mixture.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. Hyperparameter — scikit-learn 1.7.2 docum...

    n_elements = 1 , fixed = None ) [source] # A...the parameter. If n_elements>1, a pair of 1d array with n_elements...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. GraphicalLassoCV — scikit-learn 1.7.2 doc...

    means 1 unless in a joblib.parallel_backend context. -1 means...0.2 , 0.0 , 0.3 , 0.1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html
    Fri Dec 05 17:52:55 GMT 2025
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  5. MultiOutputRegressor — scikit-learn 1.7.2...

    means 1 unless in a joblib.parallel_backend context. -1 means...X [[ 0 ]]) array([[176, 35.1, 57.1]]) fit ( X , y , sample_weight...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.MultiOutputRegressor.html
    Fri Dec 05 17:52:54 GMT 2025
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  6. SGDOneClassSVM — scikit-learn 1.7.2 docum...

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...labels for X. Returns -1 for outliers and 1 for inliers. Parameters...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDOneClassSVM.html
    Fri Dec 05 17:52:55 GMT 2025
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  7. make_multilabel_classification — scikit-l...

    [array([1, 1, 0, 1, 0]), array([0, 1, 1, 1, 0]), array([0, 1, 0,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_multilabel_classification.html
    Fri Dec 05 17:52:55 GMT 2025
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  8. ExtraTreesClassifier — scikit-learn 1.7.2...

    [{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/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. OrthogonalMatchingPursuit — scikit-learn ...

    either set to 10% of n_features or 1, whichever is greater. tol float,...either set to 10% of n_features or 1, whichever is greater. n_features_in_...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html
    Fri Dec 05 17:52:54 GMT 2025
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  10. OneHotEncoder — scikit-learn 1.7.2 docume...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...inverse_transform ([[ 0 , 1 , 1 , 0 , 0 ], [ 0 , 0 , 0 , 1 , 0 ]]) array([['Male',...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html
    Fri Dec 05 17:52:55 GMT 2025
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