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  1. KNeighborsClassifier — scikit-learn 1.7.2...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) predict...], [ 1 ], [ 2 ], [ 3 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. average_precision_score — scikit-learn 1....

    1 , 1 ]) >>> y_scores = np . array ([ 0.1 , 0.4..., 0.1 ], ... [ 0.4 , 0.3 , 0.3 ], ... [ 0.1 , 0.8 , 0.1 ], ......
    scikit-learn.org/stable/modules/generated/sklearn.metrics.average_precision_score.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. pairwise_distances_argmin — scikit-learn ...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0...deprecated from SciPy 1.9 and will be removed in SciPy 1.11. Note 'matching'...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_argmin.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. OPTICS — scikit-learn 1.7.2 documentation

    1, 1, 1]) For a more detailed example...min_samples int > 1 or float between 0 and 1, default=5 The number...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.OPTICS.html
    Fri Dec 05 17:52:55 GMT 2025
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  5. estimate_bandwidth — scikit-learn 1.7.2 d...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.estimate_bandwidth.html
    Fri Dec 05 17:52:55 GMT 2025
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  6. DecisionTreeClassifier — scikit-learn 1.7...

    [{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/modules/generated/sklearn.tree.DecisionTreeClassifier.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. hamming_loss — scikit-learn 1.7.2 documen...

    1 ], [ 1 , 1 ]]), np . zeros (( 2 , 2...between 0 and 1, lower being better. References [ 1 ] Grigorios...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.hamming_loss.html
    Fri Dec 05 17:52:54 GMT 2025
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  8. johnson_lindenstrauss_min_dim — scikit-le...

    by: (1 - eps) ||u - v||^2 < ||p(u) - p(v)||^2 < (1 + eps)...]0, 1[ and p is a projection by a random Gaussian N(0, 1) matrix...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...
    Tue Dec 02 16:12:17 GMT 2025
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  9. NearestCentroid — scikit-learn 1.7.2 docu...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html
    Fri Dec 05 17:52:54 GMT 2025
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  10. SGDClassifier — scikit-learn 1.7.2 docume...

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...(clip(decision_function(X), -1, 1) + 1) / 2. For other loss functions...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html
    Fri Dec 05 17:52:55 GMT 2025
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