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  1. FastICA on 2D point clouds — scikit-learn 1.8.0...

    subplot ( 2 , 2 , 2 ) plot_samples ( X / np ....1.5 , size = ( 20000 , 2 )) S [:, 0 ] *= 2.0 # Mix data A = np ....
    scikit-learn.org/stable/auto_examples/decomposition/plot_ica_vs_pca.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. make_blobs — scikit-learn 1.8.0 documentation

    2) >>> y array([0, 1, 2, 0, 2, 2, 2, 1, 1, 0]) Gallery...shape ) (10, 2) >>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. RepeatedKFold — scikit-learn 1.8.0 documentation

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]]) >>>...RepeatedKFold ( n_splits = 2 , n_repeats = 2 , random_state = 2652124...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RepeatedKFold.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. GroupKFold — scikit-learn 1.8.0 documentation

    Fold 0: Train: index=[2 3], group=[2 2] Test: index=[0 1 4 5],...group=[0 0 3 3] Test: index=[2 3], group=[2 2] get_metadata_routing...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. confusion_matrix — scikit-learn 1.8.0 documenta...

    = [ 2 , 0 , 2 , 2 , 0 , 1 ] >>> y_pred = [ 0 , 0 , 2 , 2 , 0...0 , 2 ] >>> confusion_matrix ( y_true , y_pred ) array([[2, 0,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. hinge_loss — scikit-learn 1.8.0 documentation

    ([[ - 2 ], [ 3 ], [ 0.5 ]]) >>> pred_decision array([-2.18, 2.36,...[ 1 ], [ 2 ], [ 3 ]]) >>> Y = np . array ([ 0 , 1 , 2 , 3 ]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.hinge_loss.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. GroupShuffleSplit — scikit-learn 1.8.0 document...

    0: Train: index=[2 3 4 5 6 7], group=[2 2 2 3 3 3] Test: index=[0...3 3 3] Test: index=[2 3 4], group=[2 2 2] get_metadata_routing...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. inplace_swap_column — scikit-learn 1.8.0 ...

    2 , 2 ]) >>> data = np . array ([ 8 , 2 , 5 ])...>>> indptr = np . array ([ 0 , 2 , 3 , 3 , 3 ]) >>> indices...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_column.html
    Mon Feb 02 09:23:44 UTC 2026
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  9. zero_one_loss — scikit-learn 1.8.0 documentation

    2 , 3 , 4 ] >>> y_true = [ 2 , 2 , 3 , 4 ] >>>...], [ 1 , 1 ]]), np . ones (( 2 , 2 ))) 0.5 On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.zero_one_loss.html
    Mon Mar 23 20:39:21 UTC 2026
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  10. cluster_optics_xi — scikit-learn 1.8.0 document...

    2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...samples (rounded to be at least 2). min_cluster_size int > 1 or...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.cluster_optics_xi.html
    Mon Mar 23 20:39:23 UTC 2026
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