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  1. Kernel — scikit-learn 1.8.0 documentation

    length_scale = 1.0 ): ... self . length_scale =...>>> X = np . array ([[ 1 , 2 ], [ 3 , 4 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Kernel.html
    Mon Jan 26 14:16:30 GMT 2026
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  2. fetch_lfw_pairs — scikit-learn 1.8.0 docu...

    Added in version 1.5. delay float, default=1.0 Number of seconds...True , n_retries = 3 , delay = 1.0 ) [source] # Load the Labeled...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_pairs.html
    Mon Jan 26 11:09:17 GMT 2026
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  3. TargetEncoder — scikit-learn 1.8.0 docume...

    1 ] * 15 + [ 20.4 ] * 5 + [ 20.1 ] * 25 + [ 21.2...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 On this...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.TargetEncoder.html
    Mon Jan 26 11:09:12 GMT 2026
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  4. Sum — scikit-learn 1.8.0 documentation

    y ) 1.0 >>> kernel 1.41**2 + RBF(length_scale=1) __call__...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Sum.html
    Mon Jan 26 14:16:33 GMT 2026
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  5. Successive Halving Iterations — scikit-le...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...[{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...
    scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html
    Mon Jan 26 11:09:17 GMT 2026
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  6. 2.3. Clustering — scikit-learn 1.8.0 docu...

    1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2...0 , 1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2...
    scikit-learn.org/stable/modules/clustering.html
    Mon Jan 26 11:09:12 GMT 2026
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  7. Visualizations with Display Objects — sci...

    deprecated:: 1.8 `penalty` was deprecated in version 1.8 and will...with `0 = l1_ratio = 1`. Setting `l1_ratio=1` gives a pure L1-penalty,...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_display_object_visualization.html
    Mon Jan 26 11:09:12 GMT 2026
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  8. Decision Tree Regression — scikit-learn 1...

    RandomState ( 1 ) X = np . sort ( 5 * rng . rand ( 80 , 1 ), axis =...feature. - 1: monotonic increase - 0: no constraint - -1: monotonic...
    scikit-learn.org/stable/auto_examples/tree/plot_tree_regression.html
    Mon Jan 26 11:09:17 GMT 2026
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  9. Introducing the set_output API — scikit-l...

    798301 -1.271411 -1.327605 12 -1.244466 -0.086944 -1.327407 -1.459074...60 5.0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0 2.3...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html
    Mon Jan 26 11:09:14 GMT 2026
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  10. export_graphviz — scikit-learn 1.8.0 docu...

    “x[1]”, …). class_names array-like...
    scikit-learn.org/stable/modules/generated/sklearn.tree.export_graphviz.html
    Mon Jan 12 10:07:40 GMT 2026
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