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  1. add_dummy_feature — scikit-learn 1.7.2 document...

    1 ], [ 1 , 0 ]]) array([[1., 0., 1.], [1., 1., 0.]])...add_dummy_feature ( X , value = 1.0 ) [source] # Augment dataset...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.add_dummy_feature.html
    Sat Nov 08 01:06:55 UTC 2025
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  2. non_negative_factorization — scikit-learn 1.7.2...

    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.non_negative_factorization.html
    Sat Nov 08 01:06:56 UTC 2025
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  3. Recognizing hand-written digits — scikit-learn ...

    0 0 0 1 0 0 0 0 0] [ 0 88 1 0 0 0 0 0 1 1] [ 0 0 85 1 0 0 0 0...0 0 88 1 0 0 2] [ 0 1 0 0 0 0 90 0 0 0] [ 0 0 0 0 0 1 0 88 0...
    scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html
    Fri Nov 07 21:39:11 UTC 2025
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  4. A demo of the Spectral Co-Clustering algorithm ...

    consensus score: 1.000 # Authors: The scikit-learn...permutation ( data . shape [ 1 ]) data = data [ row_idx ][:,...
    scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_coclustering.html
    Fri Nov 07 21:39:11 UTC 2025
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  5. pair_confusion_matrix — scikit-learn 1.7.2 docu...

    1 , 1 ], [ 1 , 1 , 0 , 0 ]) array([[8,...pair_confusion_matrix ([ 0 , 0 , 1 , 2 ], [ 0 , 0 , 1 , 1 ]) array([[8, 2],...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.html
    Sat Nov 08 01:06:56 UTC 2025
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  6. Version 0.17 — scikit-learn 1.7.2 documentation

    1 # February 18, 2016 Changelog...meta-estimator with n_jobs > 1 used with a large grid of parameters...
    scikit-learn.org/stable/whats_new/v0.17.html
    Thu Nov 06 17:51:52 UTC 2025
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  7. check_X_y — scikit-learn 1.7.2 documentation

    ensure_min_samples = 1 , ensure_min_features = 1 , y_numeric = False...>>> X = [[ 1 , 2 ], [ 3 , 4 ], [ 5 , 6 ]] >>> y = [ 1 , 2 , 3 ]...
    scikit-learn.org/stable/modules/generated/sklearn.utils.check_X_y.html
    Wed Nov 05 14:36:32 UTC 2025
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  8. explained_variance_score — scikit-learn 1.7.2 d...

    1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>> y_pred...cross-validation). Added in version 1.1. Returns : score float or ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.explained_variance_score.html
    Sat Nov 08 01:06:55 UTC 2025
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  9. paired_cosine_distances — scikit-learn 1.7.2 do...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.html
    Sat Nov 08 01:06:55 UTC 2025
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  10. Blind source separation using FastICA — scikit-...

    array ([[ 1 , 1 , 1 ], [ 0.5 , 2 , 1.0 ], [ 1.5 , 1.0 , 2.0 ]])...models , names ), 1 ): plt . subplot ( 4 , 1 , ii ) plt . title...
    scikit-learn.org/stable/auto_examples/decomposition/plot_ica_blind_source_separation.html
    Sat Nov 08 01:06:55 UTC 2025
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