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  1. SVM Margins Example — scikit-learn 1.8.0 docume...

    2 ) - [ 2 , 2 ], np . random . randn ( 20 , 2 ) + [ 2 , 2...This is sqrt(1+a^2) away vertically in # 2-d. margin = 1 / np...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. classification_report — scikit-learn 1.8.0 docu...

    2 , 2 , 2 ] >>> y_pred = [ 0 , 0 , 2 , 2 , 1 ] >>>...sample_weight = None , digits = 2 , output_dict = False , zero_division...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.classification_report.html
    Mon Mar 23 20:39:23 UTC 2026
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  3. Manifold learning on handwritten digits: Locall...

    zorder = 2 , ) shown_images = np . array...(( X [ i ] - shown_images ) ** 2 , 1 ) if np . min ( dist ) < 4e-3...
    scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. 7.3. Preprocessing data — scikit-learn 1.8.0 do...

    2. , 1. , 0.1], [4.4, 2.2, 1.1, 0.1], [4.4, 2.2, 1.2, 0.1],...4.1, 6.7, 2.5], [7.7, 4.2, 6.7, 2.5], [7.9, 4.4, 6.9, 2.5]]) Thus...
    scikit-learn.org/stable/modules/preprocessing.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. 1.12. Multiclass and multioutput algorithms — s...

    2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,...1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,...
    scikit-learn.org/stable/modules/multiclass.html
    Mon Mar 23 20:39:23 UTC 2026
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  6. L1-based models for Sparse Signals — scikit-lea...

    linspace ( - 2 , 2 , n_samples ) freqs = 2 * np . pi * np ....time_step + 2 * ( rng . random_sample () - 0.5 )) X [:, i ] += 0.2 * rng...
    scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. randomized_svd — scikit-learn 1.8.0 documentation

    2), (2,), (2, 4)) On this page This Page...increase this parameter up to 2*k - n_components where k is the...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html
    Tue Mar 17 03:44:36 UTC 2026
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  8. haversine_distances — scikit-learn 1.8.0 docume...

    data must be 2. \[D(x, y) = 2\arcsin[\sqrt{\sin^2((x_{lat} - y_{lat})...y_{lat}) / 2) + \cos(x_{lat})\cos(y_{lat})\ sin^2((x_{lon} -...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.haversine_distances.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. AutoOps regions | Elastic Docs

    Virginia) us-east-2 US East (Ohio) us-west-2 US West (Oregon)...US East (N. Virginia) us-east-2 US East (Ohio) us-west-1 US West...
    www.elastic.co/docs/deploy-manage/monitor/autoops/ec-autoops-regions
    Thu Mar 19 11:49:40 UTC 2026
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  10. KFold — scikit-learn 1.8.0 documentation

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]]) >>>...array ([ 1 , 2 , 3 , 4 ]) >>> kf = KFold ( n_splits = 2 ) >>> kf...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html
    Mon Mar 23 20:39:21 UTC 2026
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