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  1. DecisionTreeClassifier — scikit-learn 1.6.1 doc...

    [{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
    Wed Apr 09 14:12:59 UTC 2025
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  2. KBinsDiscretizer — scikit-learn 1.6.1 documenta...

    [ 1., 1., 1., 0.], [ 2., 2., 2., 1.], [ 2., 2., 2.,...>>> X = [[ - 2 , 1 , - 4 , - 1 ], ... [ - 1 , 2 , - 3 , - 0.5...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html
    Wed Apr 09 14:13:00 UTC 2025
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  3. NearestCentroid — scikit-learn 1.6.1 documentation

    ([[ - 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.neighbors.NearestCentroid.html
    Wed Apr 09 14:12:59 UTC 2025
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  4. LogisticRegressionCV — scikit-learn 1.6.1 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...version 1.5: multi_class was deprecated in version 1.5 and will...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegressionCV.html
    Wed Apr 09 14:12:58 UTC 2025
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  5. AffinityPropagation — scikit-learn 1.6.1 docume...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2.... labels_ array([0, 0, 0, 1, 1, 1]) >>> clustering . predict...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.AffinityPropagation.html
    Wed Apr 09 14:13:00 UTC 2025
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  6. PolynomialCountSketch — scikit-learn 1.6.1 docu...

    [ 1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...Array with random entries in {+1, -1}, used to represent the 2-wise...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html
    Wed Apr 09 14:12:59 UTC 2025
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  7. LogisticRegression — scikit-learn 1.6.1 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights..., C = 1.0 , fit_intercept = True , intercept_scaling = 1 , class_weight...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
    Wed Apr 09 14:12:59 UTC 2025
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  8. ElasticNet — scikit-learn 1.6.1 documentation

    l1_ratio * || w || _1 + 0.5 * alpha * ( 1 - l1_ratio ) * || w...l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html
    Wed Apr 09 14:13:00 UTC 2025
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  9. LassoCV — scikit-learn 1.6.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...alpha * || w || _1 For multi-output tasks it is: ( 1 / ( 2 * n_samples...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html
    Wed Apr 09 14:13:00 UTC 2025
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  10. Birch — scikit-learn 1.6.1 documentation

    1 ], [ 0.3 , 1 ], [ - 0.3 , 1 ], [ 0 , - 1 ], [ 0.3...predict ( X ) array([0, 0, 0, 1, 1, 1]) fit ( X , y = None ) [source]...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Wed Apr 09 14:12:59 UTC 2025
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