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  1. Kernel Density Estimation — scikit-learn ...

    This example shows how kernel density estimation (KDE), a powerful non-parametric density estimation technique, can be used to learn a generative model for a dataset. With this generative model in ...
    scikit-learn.org/stable/auto_examples/neighbors/plot_digits_kde_sampling.html
    Wed Nov 26 14:18:55 GMT 2025
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  2. Support Vector Machines — scikit-learn 1....

    Examples concerning the sklearn.svm module. One-class SVM with non-linear kernel (RBF) Plot classification boundaries with different SVM Kernels Plot different SVM classifiers in the iris dataset P...
    scikit-learn.org/stable/auto_examples/svm/index.html
    Wed Nov 26 14:18:54 GMT 2025
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  3. Map data to a normal distribution — sciki...

    figaspect ( 2 )) axes = axes . flatten () axes_idxs..., 9 ), ( 1 , 4 , 7 , 10 ), ( 2 , 5 , 8 , 11 ), ( 12 , 15 , 18...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_map_data_to_normal.html
    Wed Nov 26 14:18:54 GMT 2025
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  4. Scaling the regularization parameter for SVCs &...

    logspace ( - 2.3 , - 1.3 , 10 ) train_sizes =...param_range = Cs , cv = cv , n_jobs = 2 , ) results [ label ] = test_scores...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_scale_c.html
    Wed Nov 26 14:18:54 GMT 2025
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  5. 8.13.2 release notes | Enterprise Search docume...

    2 release notes IMPORTANT : This...the latest documentation . 8.13.2 release notes No changes since...
    www.elastic.co/guide/en/enterprise-search/8.19/release-notes-8.13.2.html
    Mon Oct 20 16:31:47 GMT 2025
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  6. Feature importances with a forest of trees &#82...

    n_classes = 2 , random_state = 0 , shuffle =...None min_samples_split  2 min_samples_leaf  1 min_...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html
    Wed Nov 26 14:18:54 GMT 2025
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  7. Column Transformer with Mixed Types — sci...

    float64 dtypes: category(2), float64(2), int64(1) memory usage:...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Gallery generated...
    scikit-learn.org/stable/auto_examples/compose/plot_column_transformer_mixed_types.html
    Wed Nov 26 14:18:54 GMT 2025
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  8. Recognizing hand-written digits — scikit-...

    turning each 2-D array of grayscale values from...0.99 0.99 88 1 0.99 0.97 0.98 91 2 0.99 0.99 0.99 86 3 0.98 0.87...
    scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html
    Wed Nov 26 14:18:54 GMT 2025
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  9. Density Estimation for a Gaussian mixture &#821...

    2 ) + np . array ([ 20 , 20 ]) #...random . randn ( n_samples , 2 ), C ) # concatenate the two datasets...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html
    Wed Nov 26 14:18:54 GMT 2025
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  10. Neighborhood Components Analysis Illustration &...

    n_features = 2 , n_informative = 2 , n_redundant = 0 ,...fit ( X , y ) plt . figure ( 2 ) ax2 = plt . gca () X_embedded...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_illustration.html
    Wed Nov 26 14:18:54 GMT 2025
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