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  1. sklearn.mixture scikit-learn 1.7.2 documentation

    top Ctrl + K GitHub Choose version sklearn.mixture # Mixture modeling...modeling algorithms. User guide. See the Gaussian mixture models...
    scikit-learn.org/stable/api/sklearn.mixture.html
    Tue Sep 23 15:14:23 UTC 2025
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  2. 7. Dataset transformations scikit-learn 1.7.2...

    Kernels 7.8.1. Cosine similarity 7.8.2. Linear kernel 7.8.3. Polynomial...estimators 7.1.1. Pipeline: chaining estimators 7.1.2. Transforming...
    scikit-learn.org/stable/data_transforms.html
    Tue Sep 23 15:14:21 UTC 2025
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  3. 7.4. Imputation of missing values scikit-lear...

    pd . DataFrame ([[ "a" , "x" ], ... [ np . nan , "y" ], ... [...[ "a" , np . nan ], ... [ "b" , "y" ]], dtype = "category" ) ......
    scikit-learn.org/stable/modules/impute.html
    Tue Sep 23 15:14:21 UTC 2025
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  4. Comparison between grid search and successive h...

    1e-2 , 1e-3 , 1e-4 , 1e-5 , 1e-6 , 1e-7 ] Cs = [ 1 , 10 , 100...set_xticks ( np . arange ( len ( Cs ))) ax . set_xticklabels ([ " {:.0E}...
    scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html
    Tue Sep 23 15:14:23 UTC 2025
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  5. 12.1. Array API support (experimental) scikit...

    array_api_dispatch = True ): ... lda = LinearDiscriminantAn () ... X_trans =...array_api_dispatch = True ): ... lda = LinearDiscriminantAn () ... X_trans =...
    scikit-learn.org/stable/modules/array_api.html
    Tue Sep 23 15:14:21 UTC 2025
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  6. ClassNamePrefixFeaturesOutMixin scikit-learn ...

    np . array ([[ 1 , 2 ], [ 3 , 4 ]]) >>> MyEstimator () . fit...fit ( X ) . get_feature_names_out () array(['myestimator0', 'myestimator1'],...
    scikit-learn.org/stable/modules/generated/sklearn.base.ClassNamePrefixFeaturesOutMixin.html
    Tue Sep 23 15:14:21 UTC 2025
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  7. clone scikit-learn 1.7.2 documentation

    0 ], [ 0 , 1 ], [ 0 , - 1 ], [ 1 , 0 ]] >>> y = [ 0 , 0 , 1 ,..., 1 ] >>> classifier = LogisticRegression () . fit ( X , y )...
    scikit-learn.org/stable/modules/generated/sklearn.base.clone.html
    Tue Sep 23 15:14:21 UTC 2025
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  8. get_config scikit-learn 1.7.2 documentation

    get_config () >>> config . keys () dict_keys([...]) On this page...get_config ( ) [source] # Retrieve the current scikit-learn configuration....
    scikit-learn.org/stable/modules/generated/sklearn.get_config.html
    Tue Sep 23 15:14:21 UTC 2025
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  9. GraphicalLasso scikit-learn 1.7.2 documentation

    ], ... [ 0.2 , 0.0 , 0.3 , 0.1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7...array ([[ 0.8 , 0.0 , 0.2 , 0.0 ], ... [ 0.0 , 0.4 , 0.0 , 0.0 ],...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLasso.html
    Tue Sep 23 15:14:21 UTC 2025
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  10. oas scikit-learn 1.7.2 documentation

    estimation., Chen, Y., Wiesel, A., Eldar, Y. C., & Hero, A. O. IEEE...shrunk_cov array([[0.7533, 0.2763], [0.2763, 0.3964]]) >>> shrinkage...
    scikit-learn.org/stable/modules/generated/oas-function.html
    Tue Sep 23 15:14:21 UTC 2025
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