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  1. SGDOneClassSVM — scikit-learn 1.7.2 docum...

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...labels for X. Returns -1 for outliers and 1 for inliers. Parameters...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDOneClassSVM.html
    Thu Nov 20 00:54:06 GMT 2025
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  2. RandomForestClassifier — scikit-learn 1.7...

    [{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.ensemble.RandomForestClassifier.html
    Thu Nov 20 00:54:06 GMT 2025
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  3. silhouette_score — scikit-learn 1.7.2 doc...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the mean...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Thu Nov 20 00:54:06 GMT 2025
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  4. RFECV — scikit-learn 1.7.2 documentation

    ranking_ array([1, 1, 1, 1, 1, 6, 4, 3, 2, 5]) For a detailed...estimator , * , step = 1 , min_features_to_select = 1 , cv = None , scoring...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.RFECV.html
    Thu Nov 20 00:54:06 GMT 2025
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  5. FeatureUnion — scikit-learn 1.7.2 documen...

    svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html
    Thu Nov 20 00:54:07 GMT 2025
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  6. LinearDiscriminantAnalysis — scikit-learn...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...2 , 1 ], [ 3 , 2 ]]) >>> y = np . array ([ 1 , 1 , 1...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysi...
    Thu Nov 20 00:54:07 GMT 2025
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  7. Hyperparameter — scikit-learn 1.7.2 docum...

    n_elements = 1 , fixed = None ) [source] # A...the parameter. If n_elements>1, a pair of 1d array with n_elements...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Hyperparameter.html
    Thu Nov 20 00:54:07 GMT 2025
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  8. MultinomialNB — scikit-learn 1.7.2 docume...

    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
    Thu Nov 20 00:54:07 GMT 2025
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  9. CalibratedClassifierCV — scikit-learn 1.7...

    means 1 unless in a joblib.parallel_backend context. -1 means...LinearSVC . Added in version 1.2. method {‘sigmoid’, ‘isotonic’},...
    scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
    Thu Nov 20 00:54:07 GMT 2025
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  10. spectral_clustering — scikit-learn 1.7.2 ...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 1 , 0 ], ... [ 4 , 7...random_state = 0 ... ) array([1, 1, 1, 0, 0, 0]) Gallery examples...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.spectral_clustering.html
    Thu Nov 20 00:54:07 GMT 2025
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