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  1. RepeatedStratifiedKFold — scikit-learn 1.7.1 do...

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]])...>>> y = np . array ([ 0 , 0 , 1 , 1 ]) >>> rskf = RepeatedStratifiedKF...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedStratifiedKFold.html
    Fri Jul 18 16:24:01 UTC 2025
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  2. Release Highlights for scikit-learn 1.1 — sciki...

    0 1.0 1 0.0 0.0 1.0 2 1.0 0.0 0.0 3 0.0 1.0 0.0 Performance...ts_1_1_0.py Download zipped: plot_release_highlights_1_1_0.zip...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html
    Fri Jul 18 16:23:59 UTC 2025
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  3. ElasticNetCV — scikit-learn 1.7.1 documentation

    l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...(i.e. Ridge), as in [.1, .5, .7, .9, .95, .99, 1] . eps float, default=1e-3...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html
    Fri Jul 18 16:24:00 UTC 2025
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  4. GroupShuffleSplit — scikit-learn 1.7.1 document...

    index=[0 1], group=[1 1] Fold 1: Train: index=[0 1 5 6 7], group=[1...shape = ( 8 , 1 )) >>> groups = np . array ([ 1 , 1 , 2 , 2 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html
    Fri Jul 18 16:24:00 UTC 2025
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  5. kmeans_plusplus — scikit-learn 1.7.1 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...provided array. Added in version 1.3. x_squared_norms array-like...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.kmeans_plusplus.html
    Fri Jul 18 16:24:00 UTC 2025
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  6. FeatureHasher — scikit-learn 1.7.1 documentation

    -1., 0., -1., 0., 1.], [ 0., 0., 0., -1., 0., -1., 0., 0.],...0.], [ 0., -1., 0., 0., 0., 0., 0., 1.]]) fit ( X = None , y...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.FeatureHasher.html
    Fri Jul 18 16:24:00 UTC 2025
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  7. fetch_20newsgroups — scikit-learn 1.7.1 documen...

    1, 1, 1, 0, 1, 1, 0, 0, 0]) Gallery examples...Added in version 1.5. delay float, default=1.0 Number of seconds...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups.html
    Fri Jul 18 16:24:01 UTC 2025
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  8. NMF — scikit-learn 1.7.1 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...n\_samples * ||vec(H)||_1\\ &+ 0.5 * alpha\_W * (1 - l1\_ratio) * n\_features...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Fri Jul 18 16:24:00 UTC 2025
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  9. make_biclusters — scikit-learn 1.7.1 documentation

    shape[1]) The indicators for cluster membership...for biclustering. References [ 1 ] Dhillon, I. S. (2001, August)....
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_biclusters.html
    Fri Jul 18 16:24:01 UTC 2025
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  10. make_checkerboard — scikit-learn 1.7.1 document...

    shape[1]) The indicators for cluster membership...for biclustering. References [ 1 ] Kluger, Y., Basri, R., Chang,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_checkerboard.html
    Fri Jul 18 16:24:01 UTC 2025
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