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  1. LinearDiscriminantAnalysis — scikit-learn 1.7.2...

    2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysi...
    Thu Nov 06 17:51:50 UTC 2025
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  2. GridSearchCV — scikit-learn 1.7.2 documentation

    split0_test_score … rank_t… ‘poly’ – 2 0.80 … 2 ‘poly’ – 3 0.70 … 4 ‘rbf’...verbose = 0 , pre_dispatch = '2*n_jobs' , error_score = nan ,...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
    Thu Nov 06 17:51:53 UTC 2025
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  3. KernelRidge — scikit-learn 1.7.2 documentation

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...coefficient of determination, \(R^2\) , is defined as \((1 - \frac{u}{v})\)...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html
    Thu Nov 06 17:51:52 UTC 2025
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  4. BisectingKMeans — scikit-learn 1.7.2 documentation

    2, 0, 2, 0, 2, 1, 1, 1], dtype=int32)...], ... [ 10 , 0 ], [ 2 , 1 ], [ 10 , 2 ], ... [ 10 , 8 ], [ 10...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.BisectingKMeans.html
    Thu Nov 06 17:51:50 UTC 2025
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  5. LedoitWolf — scikit-learn 1.7.2 documentation

    2 ], ... [ .2 , .8 ]]) >>> np . random...Multivariate Analysis, Volume 88, Issue 2, February 2004, pages 365-411....
    scikit-learn.org/stable/modules/generated/sklearn.covariance.LedoitWolf.html
    Thu Nov 06 17:51:52 UTC 2025
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  6. DecisionBoundaryDisplay — scikit-learn 1.7.2 do...

    2) Input data that should be only 2-dimensional....load_iris () >>> feature_1 , feature_2 = np . meshgrid ( ... np . linspace...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.DecisionBoundaryDisplay.html
    Thu Nov 06 17:51:52 UTC 2025
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  7. TruncatedSVD — scikit-learn 1.7.2 documentation

    TruncatedSVD ( n_components = 2 , * , algorithm = 'randomized'...Parameters : n_components int, default=2 Desired dimensionality of output...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html
    Thu Nov 06 17:51:52 UTC 2025
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  8. hinge_loss — scikit-learn 1.7.2 documentation

    ([[ - 2 ], [ 3 ], [ 0.5 ]]) >>> pred_decision array([-2.18, 2.36,...[ 1 ], [ 2 ], [ 3 ]]) >>> Y = np . array ([ 0 , 1 , 2 , 3 ]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.hinge_loss.html
    Thu Nov 06 17:51:52 UTC 2025
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  9. GaussianMixture — scikit-learn 1.7.2 documentation

    2 ], [ 1 , 4 ], [ 1 , 0 ], [ 10 , 2 ], [ 10 , 4 ],...gm . means_ array([[10., 2.], [ 1., 2.]]) >>> gm . predict ([[...
    scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html
    Thu Nov 06 17:51:52 UTC 2025
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  10. SpectralCoclustering — scikit-learn 1.7.2 docum...

    [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...SpectralCoclustering ( n_clusters = 2 , random_state = 0 ) . fit ( X...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralCoclustering.html
    Thu Nov 06 17:51:52 UTC 2025
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