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

    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 Feb 16 16:32:32 GMT 2026
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  2. classification_report — scikit-learn 1.8....

    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 Feb 16 16:32:33 GMT 2026
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  3. Compare cross decomposition methods — sci...

    that: Y = XB + Err) [[1 1 1] [2 2 2] [0 0 0] [0 0 0] [0 0 0] [0...comp. 2" ) plt . title ( "X comp. 1 vs X comp. 2 (test...
    scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html
    Mon Feb 16 16:32:32 GMT 2026
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  4. randomized_svd — scikit-learn 1.8.0 docum...

    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
    Mon Feb 02 09:23:44 GMT 2026
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  5. inplace_csr_column_scale — scikit-learn 1...

    2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_csr_column_scale.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. 1.12. Multiclass and multioutput algorithms &#8...

    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 Feb 16 16:33:27 GMT 2026
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  7. KFold — scikit-learn 1.8.0 documentation

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]]) >>>...1 , 2 , 3 , 4 ]) >>> kf = KFold ( n_splits = 2 ) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html
    Mon Feb 16 16:32:33 GMT 2026
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  8. L1-based models for Sparse Signals — scik...

    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 Feb 16 16:33:25 GMT 2026
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  9. Manifold learning on handwritten digits: Locall...

    zorder = 2 , ) shown_images = np . array...(( X [ i ] - shown_images ) ** 2 , 1 ) if np . min ( dist ) <...
    scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html
    Mon Feb 16 16:32:32 GMT 2026
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  10. 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
    Fri Jan 30 12:50:03 GMT 2026
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