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  1. Explicit feature map approximation for RBF kern...

    n_samples // 2 ], digits . target [: n_samples // 2 ]) # Now predict...n_samples // 2 :], digits . target [ n_samples // 2 :]) # data_test...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_approximation.html
    Thu Nov 20 00:54:06 GMT 2025
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  2. Visualizing cross-validation behavior in scikit...

    ylim = [ n_splits + 2.2 , - 0.2 ], xlim = [ 0 , 100 ], )...cmap = cmap_cv , vmin =- 0.2 , vmax = 1.2 , ) # Plot the data classes...
    scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html
    Thu Nov 20 00:54:07 GMT 2025
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  3. Sample pipeline for text feature extraction and...

    index 2 transform_funcs [ "norm" ] = lambda x : 2 if x...Loading 20 newsgroups dataset for 2 categories: ['alt.atheism',...
    scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html
    Thu Nov 20 00:54:06 GMT 2025
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  4. Release Highlights for scikit-learn 1.7 —...

    2 Release Highlights for scikit-learn 1.2 Release Highlights...False ), LogisticRegression ( C = 2.0 )) model Pipeline(steps=[(&...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_7_0.html
    Thu Nov 20 00:54:07 GMT 2025
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  5. Elasticsearch for Apache Hadoop version 8.1.2 |...

    2 ES-Hadoop 8.1.2 is a version compatibility...for Apache Hadoop version 8.1.2 IMPORTANT : This documentation...
    www.elastic.co/guide/en/elasticsearch/hadoop/8.19/eshadoop-8.1.2.html
    Mon Oct 20 16:31:19 GMT 2025
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  6. Effect of model regularization on training and ...

    n_jobs = 2 , score_type = "both"..."Validation Curve for ElasticNet (R$^2$ Score)" , xlabel = r "alpha...
    scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html
    Wed Nov 19 04:33:04 GMT 2025
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  7. Failure of Machine Learning to infer causal eff...

    beta ( 2 , 8 , size = n_samples ) parent_hourly_wages..."college degree" : 2.0 , "ability" : 5.0...
    scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html
    Thu Nov 20 00:54:06 GMT 2025
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  8. Lasso model selection via information criteria ...

    2 of [ZHT2007] . A LassoLarsIC estimator...References [ ZHT2007 ] ( 1 , 2 ) Zou, Hui, Trevor Hastie, and...
    scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_lars_ic.html
    Thu Nov 20 00:54:07 GMT 2025
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  9. Gaussian process classification (GPC) on iris d...

    : 2 ] # we only take the first two...m_max]x[y_min, y_max]. plt . subplot ( 1 , 2 , i + 1 ) Z = clf . predict_proba...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_iris.html
    Thu Nov 20 00:54:07 GMT 2025
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  10. Plot multi-class SGD on the iris dataset &#8212...

    : 2 ] y = iris . target colors = "bry"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_iris.html
    Thu Nov 20 00:54:07 GMT 2025
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