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  1. fetch_openml — scikit-learn 1.8.0 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...Added in version 1.2. Changed in version 1.4: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html
    Tue Mar 17 03:44:37 UTC 2026
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  2. column_or_1d — scikit-learn 1.8.0 documen...

    >>> column_or_1d ([ 1 , 1 ]) array([1, 1]) On this page This...type for y . Added in version 1.2. input_name str, default=”y”...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.column_or_1d.html
    Mon Feb 09 10:22:28 UTC 2026
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  3. Displaying Pipelines — scikit-learn 1.8.0 docum...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The "balanced" mode uses...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. NeighborhoodComponentsAnalysis — scikit-learn 1...

    If 1, progress messages will be printed to stdout. If > 1, progress...<= min(n_features, n_classes - 1) we use 'lda' , as it uses labels...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.html
    Tue Mar 17 03:44:36 UTC 2026
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  5. inplace_csr_row_normalize_l1 &#8212; scikit-lea...

    1 , 2 , 3 ]) &gt;&gt;&gt; data = np . array ([ 1.0 , 2.0...0. ], [0. , 0. , 1. , 0. ], [0. , 0. , 0. , 1. ]]) On this page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs_fast.inplace_csr_row_normaliz...
    Mon Jan 26 14:16:29 UTC 2026
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  6. Theil-Sen Regression — scikit-learn 1.8.0 docum...

    than or equal to n_features + 1. The final slope and intercept...Linear model y = 3*x + N(2, 0.1**2) x = np . random . randn (...
    scikit-learn.org/stable/auto_examples/linear_model/plot_theilsen.html
    Tue Mar 17 03:44:38 UTC 2026
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  7. SequentialFeatureSelector — scikit-learn 1.8.0 ...

    version 1.1: The option "auto" was added in version 1.1. Changed...version 1.3: The default changed from "warn" to "auto" in 1.3. tol...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SequentialFeatureSelector.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. fetch_rcv1 — scikit-learn 1.8.0 documentation

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the RCV1 multilabel...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_rcv1.html
    Tue Mar 17 03:44:37 UTC 2026
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  9. pairwise_distances_chunked &#8212; scikit-learn...

    means 1 unless in a joblib.parallel_backend context. -1 means...D_chunk &lt; r )) . mean ( axis = 1 ) ... return neigh , avg_dist...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_chunked.html
    Mon Mar 09 14:07:57 UTC 2026
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  10. 7.3. Preprocessing data — scikit-learn 1.8.0 do...

    1. , 0.1], [4.4, 2.2, 1.1, 0.1], [4.4, 2.2, 1.2, 0.1], ...,...0. , -1.22, 1.33 ], [ 1.22, 0. , -0.267], [-1.22, 1.22, -1.06 ]])...
    scikit-learn.org/stable/modules/preprocessing.html
    Tue Mar 17 03:44:39 UTC 2026
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