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  1. ridge_regression — scikit-learn 1.7.2 documenta...

    2: Default value changed from 1e-3...rng . randn ( 100 , 4 ) >>> y = 2.0 * X [:, 0 ] - 1.0 * X [:, 1...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ridge_regression.html
    Wed Nov 05 14:36:36 UTC 2025
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  2. 7. Dataset transformations — scikit-learn 1.7.2...

    2.2. Feature hashing 7.2.3. Text feature extraction...Composite Estimators 7.2. Feature extraction 7.2.1. Loading features...
    scikit-learn.org/stable/data_transforms.html
    Wed Nov 05 14:36:35 UTC 2025
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  3. Beats version 8.16.2 | Beats Platform Reference...

    2 IMPORTANT : This documentation...documentation . Beats version 8.16.2 View commits Known Issues Filebeat...
    www.elastic.co/guide/en/beats/libbeat/current/release-notes-8.16.2.html
    Mon Oct 20 16:31:33 UTC 2025
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  4. robust_scale — scikit-learn 1.7.2 documentation

    robust_scale >>> X = [[ - 2 , 1 , 2 ], [ - 1 , 0 , 1 ]] >>> robust_scale...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html
    Sat Nov 01 09:15:33 UTC 2025
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  5. orthogonal_mp — scikit-learn 1.7.2 documentation

    n_nonzero_coefs : argmin ||y - Xgamma||^2 subject to ||gamma||_0 <= n_{nonzero...||gamma||_0 subject to ||y - Xgamma||^2 <= tol Read more in the User Guide...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.orthogonal_mp.html
    Wed Nov 05 14:36:32 UTC 2025
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  6. Compare cross decomposition methods — scikit-le...

    [: n // 2 ] Y_train = Y [: n // 2 ] X_test = X [ n // 2 :] Y_test...that: Y = XB + Err) [[1 1 1] [2 2 2] [0 0 0] [0 0 0] [0 0 0] [0...
    scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html
    Wed Nov 05 14:36:35 UTC 2025
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  7. Cross decomposition — scikit-learn 1.7.2 docume...

    Examples concerning the sklearn.cross_decomposition module. Compare cross decomposition methods Principal Component Regression vs Partial Least Squares Regression
    scikit-learn.org/stable/auto_examples/cross_decomposition/index.html
    Wed Nov 05 14:36:32 UTC 2025
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  8. Frozen Estimators — scikit-learn 1.7.2 document...

    Examples concerning the sklearn.frozen module. Examples of Using FrozenEstimator
    scikit-learn.org/stable/auto_examples/frozen/index.html
    Wed Nov 05 14:36:32 UTC 2025
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  9. Related Projects — scikit-learn 1.7.2 documenta...

    Projects implementing the scikit-learn estimator API are encouraged to use the scikit-learn-contrib template which facilitates best practices for testing and documenting estimators. The scikit-lear...
    scikit-learn.org/stable/related_projects.html
    Wed Nov 05 14:36:32 UTC 2025
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  10. Nearest Neighbors — scikit-learn 1.7.2 document...

    Examples concerning the sklearn.neighbors module. Approximate nearest neighbors in TSNE Caching nearest neighbors Comparing Nearest Neighbors with and without Neighborhood Components Analysis Dimen...
    scikit-learn.org/stable/auto_examples/neighbors/index.html
    Wed Nov 05 14:36:33 UTC 2025
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