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  1. BernoulliNB — scikit-learn 1.7.2 documentation

    Androutsopoulos and G. Paliouras (2006). Spam filtering...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.BernoulliNB.html
    Thu Oct 30 14:56:38 UTC 2025
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  2. 1.11. Ensembles: Gradient boosting, random fore...

    We will denote it by \(g_i\) . Removing the constant terms,...\arg\min_{h} \sum_{i=1}^{n} h(x_i) g_i\] This is minimized if \(h(x_i)\)...
    scikit-learn.org/stable/modules/ensemble.html
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  3. 1.5. Stochastic Gradient Descent — scikit-learn...

    g. make_pipeline(StandardScaler(),...attributes have an intrinsic scale (e.g. word frequencies or indicator...
    scikit-learn.org/stable/modules/sgd.html
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  4. 1.12. Multiclass and multioutput algorithms — s...

    Bakiri G., Journal of Artificial Intelligence...
    scikit-learn.org/stable/modules/multiclass.html
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  5. 3.1. Cross-validation: evaluating estimator per...

    G. Fung, R. Rosales, On the Dangers...Experimental Evaluation , SIAM 2008; G. James, D. Witten, T. Hastie,...
    scikit-learn.org/stable/modules/cross_validation.html
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  6. 2.2. Manifold learning — scikit-learn 1.7.2 doc...

    g. an SVM with a Gaussian RBF kernel)....van der Maaten, L.J.P.; Hinton, G. Journal of Machine Learning Research...
    scikit-learn.org/stable/modules/manifold.html
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  7. 2.3. Clustering — scikit-learn 1.7.2 documentation

    g. nearest-neighbor graph) Mean-shift...transductive Graph distance (e.g. nearest-neighbor graph) Ward...
    scikit-learn.org/stable/modules/clustering.html
    Thu Oct 30 14:56:39 UTC 2025
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  8. 1.1. Linear Models — scikit-learn 1.7.2 documen...

    g., frequency counts or prices of...be significantly faster than e.g. LogisticRegression with a high...
    scikit-learn.org/stable/modules/linear_model.html
    Thu Oct 30 14:56:39 UTC 2025
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  9. Contributing — scikit-learn 1.7.2 documentation

    g., Fixes #1234 ; multiple issues/PRs...without using the keywords (e.g., Towards #1234 ). PRs should...
    scikit-learn.org/stable/developers/contributing.html
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  10. clustering.rst.txt

    g. nearest-neighbor graph) * - :ref:`Mean-shift...transductive - Graph distance (e.g. nearest-neighbor graph) * - :ref:`Ward...
    scikit-learn.org/stable/_sources/modules/clustering.rst.txt
    Thu Oct 30 14:56:38 UTC 2025
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