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  1. SVM: Maximum margin separating hyperplane — sci...

    levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles...support_vectors_ [:, 1 ], s = 100 , linewidth = 1 , facecolors = "none"...
    scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html
    Mon Mar 23 20:39:22 UTC 2026
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  2. Gaussian Mixture Model Sine Curve — scikit-lear...

    1 , 1 + index ) for i , ( mean , covar...random . normal ( 0 , 0.1 ) X [ i , 1 ] = 3.0 * ( np . sin ( x...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_sin.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. Examples — scikit-learn 1.8.0 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.8 Release Highlights for scikit-learn 1.8 Release...
    scikit-learn.org/stable/auto_examples/index.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. SVM: Separating hyperplane for unbalanced class...

    0 ]] clusters_std = [ 1.5 , 0.5 ] X , y = make_blobs (...SVC ( kernel = "linear" , C = 1.0 ) clf . fit ( X , y ) # fit...
    scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane_unbalanced.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. Feature agglomeration vs. univariate selection ...

    0 ][ 1 ] . inverse_transform ( coef_ . reshape ( 1 , - 1 )) coef_selection_...roi_size ] = - 1.0 coef [ - roi_size :, - roi_size :] = 1.0 X = np...
    scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection....
    Mon Mar 23 20:39:22 UTC 2026
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  6. Advanced Plotting With Partial Dependence — sci...

    returns f(x) = 1 / (1 + exp(-x)). - 'tanh', the hyperbolic...between 0 and 1. Only used if early_stopping is True. 0.1 beta_1 beta_1:...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_partial_dependence_visualization_api.html
    Mon Mar 23 20:39:22 UTC 2026
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  7. GraphicalLasso — scikit-learn 1.8.0 documentation

    1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>> np...the data X . Added in version 1.3. tol float, default=1e-4 The...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLasso.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. TruncatedSVD — scikit-learn 1.8.0 documentation

    Added in version 1.1. power_iteration_normalizer {‘auto’,...more details. Added in version 1.1. random_state int, RandomState...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. fetch_species_distributions — scikit-learn 1.8....

    Added in version 1.5. delay float, default=1.0 Number of seconds...True , n_retries = 3 , delay = 1.0 ) [source] # Loader for species...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_species_distributions.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. fetch_california_housing — scikit-learn 1.8.0 d...

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the California...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_california_housing.html
    Mon Mar 23 20:39:23 UTC 2026
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