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  1. KNeighborsTransformer — scikit-learn 1.6.1 docu...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) set_output...bors=1) >>> print ( neigh . kneighbors ([[ 1. , 1. , 1. ]]))...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
    Tue Jun 03 08:44:28 UTC 2025
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  2. Vector Quantization Example — scikit-learn 1.6....

    bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...
    scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html
    Tue Jun 03 08:44:28 UTC 2025
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  3. make_friedman2 — scikit-learn 1.6.1 documentation

    1 ] <= 560 * pi , 0 <= X [:, 2 ] <= 1 , 1 <= X [:, 3...** 2 + ( X [:, 1 ] * X [:, 2 ] - 1 / ( X [:, 1 ] * X [:, 3 ]))...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman2.html
    Tue Jun 03 08:44:28 UTC 2025
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  4. contingency_matrix — scikit-learn 1.6.1 documen...

    labels_pred ) array([[1, 1, 0], [0, 1, 1], [1, 0, 1]]) On this page..., 0 , 1 , 1 , 2 , 2 ] >>> labels_pred = [ 1 , 0 , 2 , 1 , 0 ,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.contingency_matrix.html
    Tue Jun 03 08:44:28 UTC 2025
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  5. cosine_distances — scikit-learn 1.6.1 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...cosine_distances ( X , Y ) array([[1. , 1. ], [0.42..., 0.18...]]) On...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.cosine_distances.html
    Tue Jun 03 08:44:27 UTC 2025
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  6. laplacian_kernel — scikit-learn 1.6.1 documenta...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...K(x, y) = exp(-gamma ||x-y||_1) for each pair of rows x in X...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.laplacian_kernel.html
    Tue Jun 03 08:44:27 UTC 2025
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  7. QuadraticDiscriminantAnalysis — scikit-learn 1....

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal...
    Tue Jun 03 08:44:28 UTC 2025
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  8. MeanShift — scikit-learn 1.6.1 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . labels_ array([1, 1, 1, 0, 0, 0]) >>> clustering ....
    scikit-learn.org/stable/modules/generated/sklearn.cluster.MeanShift.html
    Tue Jun 03 08:44:27 UTC 2025
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  9. rbf_kernel — scikit-learn 1.6.1 documentation

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...default=None If None, defaults to 1.0 / n_features. Returns : kernel...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.rbf_kernel.html
    Tue Jun 03 08:44:28 UTC 2025
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  10. check_estimator — scikit-learn 1.6.1 documentation

    since version 1.6: generate_only will be removed in 1.8. Use est...since version 1.6: generate_only will be removed in 1.8. Use est...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html
    Sun Jun 01 04:47:41 UTC 2025
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