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  1. Perceptron — scikit-learn 1.6.1 documentation

    l1_ratio <= 1 . l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Perceptron.html
    Sat Apr 19 00:31:20 UTC 2025
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  2. MiniBatchNMF — scikit-learn 1.6.1 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Topic extraction...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html
    Sat Apr 19 00:31:21 UTC 2025
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  3. affinity_propagation — scikit-learn 1.6.1 docum...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...>>> labels array([0, 0, 0, 1, 1, 1]) Gallery examples # Visualizing...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.affinity_propagation.html
    Sat Apr 19 00:31:22 UTC 2025
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  4. TargetEncoder — scikit-learn 1.6.1 documentation

    1 ] * 15 + [ 20.4 ] * 5 + [ 20.1 ] * 25 + [ 21.2...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 Comparing...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.TargetEncoder.html
    Sat Apr 19 00:31:21 UTC 2025
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  5. DictVectorizer — scikit-learn 1.6.1 documentation

    [{ 'foo' : 1 , 'bar' : 2 }, { 'foo' : 3 , 'baz' : 1 }] >>> X =...) >>> X array([[2., 0., 1.], [0., 1., 3.]]) >>> v . inverse_transform...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.DictVectorizer.html
    Sat Apr 19 00:31:22 UTC 2025
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  6. GaussianMixture — scikit-learn 1.6.1 documentation

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], [ 10 , 2 ],...GaussianMixture ( n_components = 1 , * , covariance_type = 'full'...
    scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html
    Sat Apr 19 00:31:21 UTC 2025
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  7. OneVsOneClassifier — scikit-learn 1.6.1 documen...

    1, 0, 2, 0, 2, 0, 1, 1, 1]) decision_function...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsOneClassifier.html
    Thu Apr 17 23:17:18 UTC 2025
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  8. SparseRandomProjection — scikit-learn 1.6.1 doc...

    with probability 1 / 2s 0 with probability 1 - 1 / s +sqrt(s) /...Added in version 1.1. density_ float in range 0.0 - 1.0 Concrete density...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html
    Thu Apr 17 23:17:18 UTC 2025
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  9. make_blobs — scikit-learn 1.6.1 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...2) >>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0]) >>> X , y = make_blobs...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html
    Sat Apr 19 00:31:21 UTC 2025
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  10. DummyClassifier — scikit-learn 1.6.1 documentation

    ([ - 1 , 1 , 1 , 1 ]) >>> y = np . array ([ 0 , 1 , 1 , 1 ]) >>>...dummy_clf . predict ( X ) array([1, 1, 1, 1]) >>> dummy_clf . score (...
    scikit-learn.org/stable/modules/generated/sklearn.dummy.DummyClassifier.html
    Sat Apr 19 00:31:22 UTC 2025
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