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  1. LassoLars — scikit-learn 1.7.2 documentation

    ([[ - 1 , 1 ], [ 0 , 0 ], [ 1 , 1 ]], [ - 1 , 0 , - 1 ]) LassoLars(alpha=0.01)...sklearn.linear_model. LassoLars ( alpha = 1.0 , * , fit_intercept = True ,...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoLars.html
    Mon Nov 24 10:40:48 GMT 2025
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  2. randomized_svd — scikit-learn 1.7.2 docum...

    approximation problem described in [1] (problem (1.5), p5). Refer to Wikipedia...n_iter=0 or 1 should even work fine in theory (see [1] page 9)....
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html
    Mon Nov 24 11:23:20 GMT 2025
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  3. MultiLabelBinarizer — scikit-learn 1.7.2 ...

    fit_transform ([( 1 , 2 ), ( 3 ,)]) array([[1, 1, 0], [0, 0, 1]]) >>>...'comedy' }]) array([[0, 1, 1], [1, 0, 0]]) >>> list...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html
    Sun Nov 23 04:34:54 GMT 2025
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  4. DictionaryLearning — scikit-learn 1.7.2 d...

    1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...version 1.2: When None, default value changed from 1.0 to alpha...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html
    Mon Nov 24 11:23:21 GMT 2025
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  5. coverage_error — scikit-learn 1.7.2 docum...

    >>> y_true = [[ 1 , 0 , 0 ], [ 0 , 1 , 1 ]] >>> y_score...y_score = [[ 1 , 0 , 0 ], [ 0 , 1 , 1 ]] >>> coverage_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.coverage_error.html
    Mon Nov 24 11:23:21 GMT 2025
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  6. CategoricalNB — scikit-learn 1.7.2 docume...

    Added in version 1.2. Changed in version 1.4: The default value... CategoricalNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.CategoricalNB.html
    Mon Nov 24 11:23:20 GMT 2025
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  7. additive_chi2_kernel — scikit-learn 1.7.2...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0...additive_chi2_kernel ( X , Y ) array([[-1., -2.], [-2., -1.]]) On this page This...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.additive_chi2_kernel.html
    Mon Nov 24 11:23:21 GMT 2025
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  8. make_friedman1 — scikit-learn 1.7.2 docum...

    Annals of Statistics 19 (1), pages 1-67, 1991. [ 2 ] L. Breiman,...[source] # Generate the “Friedman #1” regression problem. This dataset...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman1.html
    Mon Nov 24 12:29:41 GMT 2025
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  9. ParameterGrid — scikit-learn 1.7.2 docume...

    'a' : 1 , 'b' : True }, { 'a' : 1 , 'b'...param_grid = { 'a' : [ 1 , 2 ], 'b' : [ True ,...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterGrid.html
    Fri Nov 21 04:27:31 GMT 2025
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  10. balanced_accuracy_score — scikit-learn 1....

    1 , 0 , 0 , 1 , 0 ] >>> y_pred = [ 0 , 1 , 0 ,...each class. The best value is 1 and the worst value is 0 when...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.balanced_accuracy_score.html
    Mon Nov 24 11:23:21 GMT 2025
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