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  1. MultinomialNB — scikit-learn 1.8.0 documentation

    Added in version 1.2. Changed in version 1.4: The default value... MultinomialNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. SelfTrainingClassifier — scikit-learn 1.8.0 doc...

    Added in version 1.6: estimator was added to replace...criterion='threshold' . Should be in [0, 1). When using the 'threshold' criterion,...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.html
    Mon Mar 23 20:39:23 UTC 2026
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  3. PLSCanonical — scikit-learn 1.8.0 documentation

    1 , - 0.2 ], [ 0.9 , 1.1 ], [ 6.2 , 5.9 ],...intercept_ . Added in version 1.1. n_iter_ list of shape (n_components,)...
    scikit-learn.org/stable/modules/generated/sklearn.cross_decomposition.PLSCanonical.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. LarsCV — scikit-learn 1.8.0 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...all strings. Added in version 1.0. See also lars_path Compute...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. fastica — scikit-learn 1.8.0 documentation

    The implementation is based on [1] . Read more in the User Guide...performed. Changed in version 1.3: The default value of whiten...
    scikit-learn.org/stable/modules/generated/fastica-function.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. AdditiveChi2Sampler — scikit-learn 1.8.0 docume...

    transformed into 2*sample_steps-1 features, where sample_steps is...values of sample_steps include 1, 2 and 3. Optimal choices for...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. shrunk_covariance — scikit-learn 1.8.0 document...

    1 ) [source] # Calculate covariance...ndarray. shrinkage float, default=0.1 Coefficient in the convex combination...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.shrunk_covariance.html
    Mon Mar 23 20:39:23 UTC 2026
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  8. make_low_rank_matrix — scikit-learn 1.8.0 docum...

    profile is: ( 1 - tail_strength ) * exp ( - 1.0 * ( i / effective_rank...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 Release...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. as_float_array — scikit-learn 1.8.0 documentation

    Added in version 1.6: force_all_finite was renamed...array = np . array ([ 0 , 0 , 1 , 2 , 2 ], dtype = np . int64...
    scikit-learn.org/stable/modules/generated/sklearn.utils.as_float_array.html
    Mon Mar 23 20:39:23 UTC 2026
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  10. HalvingGridSearchCV — scikit-learn 1.8.0 docume...

    means 1 unless in a joblib.parallel_backend context. -1 means...for a classification problem 1 when resource != 'n_samples' ‘exhaust’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingGridSearchCV.html
    Mon Mar 23 20:39:20 UTC 2026
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