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  1. MiniBatchSparsePCA — scikit-learn 1.8.0 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...tol to 0.0. Added in version 1.1. max_no_improvement int or None,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html
    Tue Mar 17 03:44:39 UTC 2026
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  2. QuadraticDiscriminantAnalysis — scikit-learn 1....

    ([[ - 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.discriminant_analysis.QuadraticDiscriminantAnal...
    Tue Mar 17 03:44:36 UTC 2026
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  3. HashingVectorizer — scikit-learn 1.8.0 document...

    ngram_range of (1, 1) means only unigrams, (1, 2) means unigrams...\\w\\w+\\b' , ngram_range=(1 , 1) , analyzer='word' , n_features=1048576...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. fetch_file — scikit-learn 1.8.0 documentation

    delay = 1 ) [source] # Fetch a file from...re-downloading. Added in version 1.6. Parameters : url str URL of...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_file.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. 2.3. Clustering — scikit-learn 1.8.0 documentation

    1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...0 , 0 , 1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/clustering.html
    Tue Mar 17 03:44:39 UTC 2026
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  6. randomized_svd — scikit-learn 1.8.0 documentation

    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
    Tue Mar 17 03:44:36 UTC 2026
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  7. load_svmlight_file — scikit-learn 1.8.0 documen...

    length=-1 ) [source] # Load datasets in...binary mode. Changed in version 1.2: Path-like objects are now accepted....
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. BaggingRegressor — scikit-learn 1.8.0 documenta...

    means 1 unless in a joblib.parallel_backend context. -1 means...max_samples = None , max_features = 1.0 , bootstrap = True , bootstrap_features...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html
    Tue Mar 17 03:44:39 UTC 2026
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  9. SVM: Weighted samples — scikit-learn 1.8.0 docu...

    n_clusters_per_class = 1 , class_sep = 1.1 , weights = [ 0.9 , 0.1 ], random_state...( X_plot [:, 0 ], X_plot [:, 1 ], c = y_plot , s = 100 * sample_weight...
    scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html
    Tue Mar 17 03:44:38 UTC 2026
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  10. OneToOneFeatureMixin — scikit-learn 1.8.0 docum...

    This mixin assumes there’s a 1-to-1 correspondence between input...shape [ 1 ] ... return self >>> X = np . array ([[ 1 , 2 ], [...
    scikit-learn.org/stable/modules/generated/sklearn.base.OneToOneFeatureMixin.html
    Tue Mar 17 03:44:39 UTC 2026
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