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  1. KernelDensity — scikit-learn 1.8.0 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
    Mon Mar 23 20:39:20 UTC 2026
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  2. ledoit_wolf_shrinkage — scikit-learn 1.8.0 docu...

    regularized (shrunk) covariance is: (1 - shrinkage) * cov + shrinkage...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.ledoit_wolf_shrinkage.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. Gradient Boosting regularization — scikit-learn...

    random_state = 1 ) # map labels from {-1, 1} to {0, 1} labels , y...{ "learning_rate" : 1.0 , "subsample" : 1.0 }), ( "learning_rate=0.2"...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regularization.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. Testimonials — scikit-learn 1.8.0 documentation

    Group # Scikit-learn is our #1 toolkit for all things machine...used for originating at least 1 billion GBP worth of Zopa loans....
    scikit-learn.org/stable/testimonials/testimonials.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. GMM covariances — scikit-learn 1.8.0 documentation

    shape [ 1 ]) * gmm . covariances_ [ n ]...]) angle = np . arctan2 ( u [ 1 ], u [ 0 ]) angle = 180 * angle...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_covariances.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. SelectFwe — scikit-learn 1.8.0 documentation

    Added in version 1.0. See also f_classif ANOVA F-value..."x1", ..., "x(n_features_in_ - 1)"] . If input_features is an array-like,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFwe.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. 6. Visualizations — scikit-learn 1.8.0 document...

    1. Available Plotting Utilities # 6.1.1. Display Objects...the score (i.e. multiply by -1) if pos_label is not the last...
    scikit-learn.org/stable/visualizations.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. Wikipedia principal eigenvector — scikit-learn ...

    1 )[ 1 ] page_links_url = "http:/...page_links_url . rsplit ( "/" , 1 )[ 1 ] resources = [ ( redirects_url...
    scikit-learn.org/stable/auto_examples/applications/wikipedia_principal_eigenvector.html
    Mon Mar 23 20:39:22 UTC 2026
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  9. cross_validate — scikit-learn 1.8.0 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. FunctionTransformer — scikit-learn 1.8.0 docume...

    Added in version 1.1. kw_args dict, default=None Dictionary...) array([[0. , 0.6931], [1.0986, 1.3862]]) fit ( X , y = None...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.FunctionTransformer.html
    Mon Mar 23 20:39:23 UTC 2026
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