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  1. PolynomialCountSketch — scikit-learn 1.7.0 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
    Fri Jun 06 09:13:47 UTC 2025
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  2. AffinityPropagation — scikit-learn 1.7.0 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
    Fri Jun 06 09:13:47 UTC 2025
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  3. class_likelihood_ratios — scikit-learn 1.7.0 do...

    1 , 0 , 1 , 0 ], [ 1 , 1 , 0 , 0 , 0 ]) (1.5, 0.75)...LR+ ranges from 1.0 to infinity. A LR+ of 1.0 indicates that...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.class_likelihood_ratios.html
    Fri Jun 06 09:13:47 UTC 2025
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  4. LogisticRegression — scikit-learn 1.7.0 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
    Fri Jun 06 09:13:47 UTC 2025
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  5. LassoCV — scikit-learn 1.7.0 documentation

    since version 1.7: n_alphas was deprecated in 1.7 and will be...since version 1.7: alphas=None was deprecated in 1.7 and will be...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html
    Fri Jun 06 09:13:47 UTC 2025
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  6. ElasticNet — scikit-learn 1.7.0 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
    Fri Jun 06 09:13:46 UTC 2025
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  7. Birch — scikit-learn 1.7.0 documentation

    1 ], [ 0.3 , 1 ], [ - 0.3 , 1 ], [ 0 , - 1 ], [ 0.3...predict ( X ) array([0, 0, 0, 1, 1, 1]) For a comparison of the BIRCH...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.Birch.html
    Fri Jun 06 09:13:46 UTC 2025
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  8. SpectralBiclustering — scikit-learn 1.7.0 docum...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...clustering . row_labels_ array([1, 1, 1, 0, 0, 0], dtype=int32) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.SpectralBiclustering.html
    Fri Jun 06 09:13:47 UTC 2025
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  9. AdaBoostClassifier — scikit-learn 1.7.0 documen...

    initialized with max_depth=1 . Added in version 1.2: base_estimator was...the range [1, inf) . learning_rate float, default=1.0 Weight applied...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.AdaBoostClassifier.html
    Fri Jun 06 09:13:46 UTC 2025
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  10. MDS — scikit-learn 1.7.0 documentation

    n_init will change from 4 to 1 in version 1.9. max_iter int, default=300...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html
    Fri Jun 06 09:13:47 UTC 2025
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