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  1. pairwise_distances_argmin — scikit-learn 1.7.2 ...

    Gallery examples: Comparison of the K-Means and MiniBatchKMeans clustering algorithms
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_argmin.html
    Tue Sep 23 15:14:21 UTC 2025
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  2. sklearn.feature_extraction — scikit-learn 1.7.2...

    Feature extraction from raw data. User guide. See the Feature extraction section for further details. From images: Utilities to extract features from images. From text: Utilities to build feature v...
    scikit-learn.org/stable/api/sklearn.feature_extraction.html
    Tue Sep 23 15:14:23 UTC 2025
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  3. sample_without_replacement — scikit-learn 1.7.2...

    Skip to main content Back to top Ctrl + K GitHub Choose version sample_without_replacement # sklearn.utils.random. sa...
    scikit-learn.org/stable/modules/generated/sklearn.utils.random.sample_without_replacement.html
    Tue Sep 23 15:14:23 UTC 2025
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  4. Model Complexity Influence — scikit-learn 1.7.2...

    "n_iter_no_change" : 2 , }, "changing_param" : "l1_ratio"..."tuned_params" : { "C" : 1e3 , "gamma" : 2 **- 15 }, "changing_param" : "nu"...
    scikit-learn.org/stable/auto_examples/applications/plot_model_complexity_influence.html
    Tue Sep 23 15:14:21 UTC 2025
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  5. check_symmetric — scikit-learn 1.7.2 documentation

    2 ], [ 1 , 0 , 1 ], [ 2 , 1 , 0 ]]) >>> check_symmetric...symmetric_array ) array([[0, 1, 2], [1, 0, 1], [2, 1, 0]]) >>> from scipy.sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_symmetric.html
    Tue Sep 23 15:14:21 UTC 2025
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  6. Sample pipeline for text feature extraction and...

    to index 2 transform_funcs [ "norm" ] = lambda x : 2 if x == "l2"...Loading 20 newsgroups dataset for 2 categories: ['alt.atheism', '...
    scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html
    Tue Sep 23 15:14:21 UTC 2025
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  7. Faces dataset decompositions — scikit-learn 1.7...

    figsize = ( 2.0 * n_col , 2.3 * n_row ), facecolor...gallery of faces. n_row , n_col = 2 , 3 n_components = n_row * n_col...
    scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html
    Tue Sep 23 15:14:21 UTC 2025
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  8. 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
    Tue Sep 23 15:14:23 UTC 2025
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  9. Plot Ridge coefficients as a function of the re...

    - 2 , n_alphas ) coefs = [] for a...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html
    Tue Sep 23 15:14:21 UTC 2025
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  10. SGD: Penalties — scikit-learn 1.7.2 documentation

    line ) l2 = xx ** 2 + yy ** 2 l1 = np . abs ( xx ) + np...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_penalties.html
    Tue Sep 23 15:14:21 UTC 2025
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