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  1. 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 Jul 08 15:58:47 UTC 2025
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  2. 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 Jul 08 15:58:50 UTC 2025
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  3. fetch_kddcup99 — scikit-learn 1.7.0 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
    Tue Jul 08 15:58:50 UTC 2025
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  4. Nearest Neighbors Classification — scikit-learn...

    feature_names [ 1 ], shading = "auto" , alpha =.... iloc [:, 0 ], X . iloc [:, 1 ], c = y , edgecolors = "k" )...
    scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html
    Tue Jul 08 15:58:47 UTC 2025
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  5. Shield Reference for 2.x and 1.x | Elastic

    x and 1.x: 1.1 Shield Reference for 2.x and 1.x: 1.0 Most Popular...2.x and 1.x: 1.3 Shield Reference for 2.x and 1.x: 1.2 Shield...
    www.elastic.co/guide/en/shield/index.html
    Mon Apr 28 19:19:06 UTC 2025
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  6. plot_release_highlights_1_7_0.py

    Release Highlights for scikit-learn 1.7 ========== .. currentmodule::...announce the release of scikit-learn 1.7! Many bug fixes and improvements...
    scikit-learn.org/stable/_downloads/27dd4dbb41dee53fc86e0d5b6d3254d3/plot_release_highlights_1_7_0.py
    Tue Jul 08 15:58:47 UTC 2025
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  7. 3.2. Tuning the hyper-parameters of an estimato...

    loguniform(1, 100) can be used instead of [1, 10, 100] . Mirroring...reference to the literature. 3.2.1. Exhaustive Grid Search # The...
    scikit-learn.org/stable/modules/grid_search.html
    Tue Jul 08 15:58:48 UTC 2025
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  8. safe_sqr — scikit-learn 1.7.0 documentation

    safe_sqr >>> safe_sqr ([ 1 , 2 , 3 ]) array([1, 4, 9]) On this page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.safe_sqr.html
    Thu Jul 03 11:42:05 UTC 2025
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  9. Frequently Asked Questions — scikit-learn 1.7.0...

    reshape ( - 1 , 1 ) >>> X array([[0], [1], [2]]) >>> # We...'brute' ) (array([0, 1]), array([ 0, 0, -1])) Note that the example...
    scikit-learn.org/stable/faq.html
    Tue Jul 08 15:58:49 UTC 2025
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  10. Watcher Reference for 2.x and 1.x | Elastic

    x and 1.x: 2.1 Watcher Reference for 2.x and 1.x: 2.0 Watcher...for 2.x and 1.x Watcher Reference for 2.x and 1.x: 2.4 Watcher...
    www.elastic.co/guide/en/watcher/index.html
    Mon Apr 28 19:19:06 UTC 2025
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