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  1. Semi Supervised Classification — scikit-l...

    Examples concerning the sklearn.semi_supervised module. Decision boundary of semi-supervised classifiers versus SVM on the Iris dataset Effect of varying threshold for self-training Label Propagati...
    scikit-learn.org/stable/auto_examples/semi_supervised/index.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. Beats version 6.8.1 | Beats Platform Reference ...

    1 IMPORTANT : This documentation...documentation . Beats version 6.8.1 View commits Bugfixes Affecting...
    www.elastic.co/guide/en/beats/libbeat/8.19/release-notes-6.8.1.html
    Mon Oct 20 16:31:01 GMT 2025
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  3. Selecting dimensionality reduction with Pipelin...

    n_jobs=1, param_grid=[{'classify__C': [1, 10, 100,...max_iter=10000))]), n_jobs=1, param_grid=[{'classify__C': [1, 10, 100,...
    scikit-learn.org/stable/auto_examples/compose/plot_compare_reduction.html
    Fri Dec 05 17:52:55 GMT 2025
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  4. scikit-learn: machine learning in Python &#8212...

    scikit-learn 1.8 (Changelog) . September 2025. scikit-learn 1.7.2 is...). July 2025. scikit-learn 1.7.1 is available for download (...
    scikit-learn.org/stable/index.html
    Fri Dec 05 17:52:54 GMT 2025
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  5. Demo of affinity propagation clustering algorit...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , labels_true...0 ]], [ cluster_center [ 1 ], x [ 1 ]], color = col [ "color"...
    scikit-learn.org/stable/auto_examples/cluster/plot_affinity_propagation.html
    Fri Dec 05 17:52:54 GMT 2025
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  6. Comparison of kernel ridge regression and SVR &...

    1 ), param_grid = { "alpha" : [ 1e0 , 0.1 , 1e-2...{'C': 1.0, 'gamma': np.float64(0.1)} and R2 score:...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. 11. Common pitfalls and recommended practices &...

    n_features = 1 , noise = 1 ) >>> X_train ,...applies to using None . 11.3.1.1. Estimators # Passing instances...
    scikit-learn.org/stable/common_pitfalls.html
    Fri Dec 05 17:52:55 GMT 2025
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  8. Comparing Target Encoder with Other Encoders &#...

    scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Gallery...Napa Cabernet Sauvignon Heitz 1 Spain Ripe aromas of fig, blackberry...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. Comparison of F-test and mutual information &#8...

    1 * N(0, 1), that is the third feature...sin ( 6 * np . pi * X [:, 1 ]) + 0.1 * np . random . randn ( 1000...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_f_test_vs_mi.html
    Fri Dec 05 17:52:55 GMT 2025
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  10. Face completion with a multi-output estimators ...

    shape [ 1 ] # Upper half of the faces X_train...X_train = train [:, : ( n_pixels + 1 ) // 2 ] # Lower half of the faces...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_multioutput_face_completion.html
    Fri Dec 05 17:52:55 GMT 2025
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