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  1. 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
    Wed Nov 26 14:18:54 GMT 2025
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  2. A demo of K-Means clustering on the handwritten...

    can use PCA to project into a 2-dimensional space and plot the...reduced_data = PCA ( n_components = 2 ) . fit_transform ( data ) kmeans...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_digits.html
    Wed Nov 26 14:18:54 GMT 2025
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  3. 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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  4. 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 26 14:18:54 GMT 2025
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  5. 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
    Wed Nov 26 14:18:54 GMT 2025
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  6. 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
    Wed Nov 26 14:18:54 GMT 2025
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  7. 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
    Wed Nov 26 14:18:54 GMT 2025
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  8. 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
    Wed Nov 26 14:18:54 GMT 2025
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  9. Support Vector Regression (SVR) using linear an...

    ) Look at the results # lw = 2 svrs = [ svr_rbf , svr_lin , svr_poly...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html
    Wed Nov 26 14:18:54 GMT 2025
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  10. 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
    Wed Nov 26 14:18:55 GMT 2025
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