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  1. mutual_info_score — scikit-learn 1.6.1 document...

    1 , 1 , 0 , 1 , 0 ] >>> labels_pred = [ 0 , 1 , 0 , 0...as: \[MI(U,V)=\sum_{i=1}^{|U|} \sum_{j=1}^{|V|} \frac{|U_i\cap...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html
    Fri Jan 10 17:03:55 UTC 2025
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  2. paired_cosine_distances — scikit-learn 1.6.1 do...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.paired_cosine_distances.html
    Fri Jan 10 17:03:55 UTC 2025
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  3. Effect of transforming the targets in regressio...

    subplots ( 1 , 2 ) ax0 . hist ( y , bins =...suptitle ( "Synthetic data" , y = 1.05 ) plt . tight_layout () X_train...
    scikit-learn.org/stable/auto_examples/compose/plot_transformed_target.html
    Fri Jan 10 17:03:55 UTC 2025
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  4. Column Transformer with Heterogeneous Data Sour...

    fetch_20newsgroups ( random_state = 1 , subset = "train" , categories...fetch_20newsgroups ( random_state = 1 , subset = "test" , categories...
    scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html
    Fri Jan 10 17:03:55 UTC 2025
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  5. Model selection with Probabilistic PCA and Fact...

    5 sigma = 1.0 rng = np . random . RandomState...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html
    Fri Jan 10 17:03:55 UTC 2025
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  6. Glossary of Common Terms and API Elements — sci...

    [{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 class_weight parameter...
    scikit-learn.org/stable/glossary.html
    Fri Jan 10 17:03:57 UTC 2025
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  7. Features in Histogram Gradient Boosting Trees —...

    "nswdemand" : 1 , "nswprice" : 1 , "vicdemand" : - 1 , "vicprice"...Normalized between 0 and 1; day: day of week (1-7); period: half hour...
    scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html
    Fri Jan 10 17:03:55 UTC 2025
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  8. cross_val_score — scikit-learn 1.6.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 Model selection...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html
    Fri Jan 10 17:03:55 UTC 2025
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  9. Early stopping of Stochastic Gradient Descent —...

    class_1 = "8" ): """Load MNIST, select...fetch_openml ( "mnist_784" , version = 1 , as_frame = False ) # take only...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html
    Fri Jan 10 17:03:55 UTC 2025
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  10. Cross decomposition — scikit-learn 1.6.1 docume...

    Examples concerning the sklearn.cross_decomposition module. Compare cross decomposition methods Principal Component Regression vs Partial Least Squares Regression
    scikit-learn.org/stable/auto_examples/cross_decomposition/index.html
    Fri Jan 10 17:03:55 UTC 2025
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