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  1. power_transform — scikit-learn 1.7.2 documentation

    'box-cox' )) [[-1.332 -0.707] [ 0.256 -0.707] [ 1.076 1.414]] Warning...Available methods are: ‘yeo-johnson’ [1] , works with positive and negative...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.power_transform.html
    Sat Nov 01 09:15:33 UTC 2025
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  2. as_float_array — scikit-learn 1.7.2 documentation

    nan Deprecated since version 1.6: force_all_finite was renamed...ensure_all_finite and will be removed in 1.8. ensure_all_finite bool or ‘allow-nan’,...
    scikit-learn.org/stable/modules/generated/sklearn.utils.as_float_array.html
    Sat Nov 01 09:15:33 UTC 2025
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  3. Importance of Feature Scaling — scikit-learn 1....

    0 and 1,000; whereas the variable “hue” varies between 1 and 10....it has a standard deviation of 1 and a mean of 0. Even if tree...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html
    Tue Nov 04 06:34:51 UTC 2025
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  4. FastICA on 2D point clouds — scikit-learn 1.7.2...

    array ([[ 1 , 1 ], [ 0 , 2 ]]) # Mixing matrix...( 42 ) S = rng . standard_t ( 1.5 , size = ( 20000 , 2 )) S [:,...
    scikit-learn.org/stable/auto_examples/decomposition/plot_ica_vs_pca.html
    Tue Nov 04 06:34:51 UTC 2025
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  5. plot_release_highlights_1_7_0.zip

    plot_release_highlights_1_7_0.py # ruff: noqa: CPY001 """ ==========...Release Highlights for scikit-learn 1.7 ========== .. currentmodule::...
    scikit-learn.org/stable/_downloads/0f052545c78541815099d62501f25a9e/plot_release_highlights_1_7_0...
    Tue Nov 04 06:34:50 UTC 2025
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  6. Faces dataset decompositions — scikit-learn 1.7...

    mean ( axis = 1 ) . reshape ( n_samples , - 1 ) print ( "Dataset...n_components = n_components , alpha = 0.1 , max_iter = 100 , batch_size...
    scikit-learn.org/stable/auto_examples/decomposition/plot_faces_decomposition.html
    Tue Nov 04 06:34:51 UTC 2025
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  7. sklearn.gaussian_process — scikit-learn 1.7.2 d...

    kernel takes two kernels \(k_1\) and \(k_2\) and combines them...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...
    scikit-learn.org/stable/api/sklearn.gaussian_process.html
    Mon Nov 03 14:20:04 UTC 2025
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  8. Recursive feature elimination — scikit-learn 1....

    n_features_to_select = 1 , step = 1 )), ] ) pipe . fit ( X ,...(( len ( digits . images ), - 1 )) y = digits . target pipe =...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_digits.html
    Tue Nov 04 06:34:50 UTC 2025
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  9. Comparison of Manifold Learning methods — sciki...

    MultipleLocator ( 1 )) ax . yaxis . set_major_locator...( ticker . MultipleLocator ( 1 )) ax . zaxis . set_major_locator...
    scikit-learn.org/stable/auto_examples/manifold/plot_compare_methods.html
    Tue Nov 04 06:34:50 UTC 2025
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  10. fetch_kddcup99 — scikit-learn 1.7.2 documentation

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the kddcup99...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_kddcup99.html
    Mon Nov 03 14:20:04 UTC 2025
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