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  1. 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
    Mon Mar 23 20:39:22 UTC 2026
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  2. 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
    Mon Mar 23 20:39:22 UTC 2026
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  3. Effect of varying threshold for self-training —...

    mean ( axis = 1 ), yerr = scores . std ( axis = 1 ), capsize =...( axis = 1 ), yerr = amount_labeled . std ( axis = 1 ), capsize...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. Gradient Boosting Out-of-Bag estimates — scikit...

    subsample < 1.0 ), the estimates are derived...y = random_state . binomial ( 1 , p , size = n_samples ) X = np...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. MetaEstimatorMixin — scikit-learn 1.8.0 documen...

    Changed in version 1.6: The _required_parameters is...
    scikit-learn.org/stable/modules/generated/sklearn.base.MetaEstimatorMixin.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. Recursive feature elimination with cross-valida...

    n_clusters_per_class = 1 , class_sep = 0.8 , random_state...StratifiedKFold min_features_to_select = 1 # Minimum number of features to...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_rfe_with_cross_validation.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Multiclass Receiver Operating Characteristic (R...

    1 ], [ 0 , 1 ], "k--" , label = "Chance...xlim = ( - 0.01 , 1.01 ), ylim = ( - 0.01 , 1.01 ), ) We confirm...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Mon Mar 23 20:39:22 UTC 2026
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  8. Support — scikit-learn 1.8.0 documentation

    Resources # This documentation is for 1.8.0. Documentation for other versions...
    scikit-learn.org/stable/support.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. CompoundKernel — scikit-learn 1.8.0 documentation

    theta ) [1.09861229 0.69314718] __call__...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.html
    Mon Mar 23 20:39:23 UTC 2026
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  10. Robust covariance estimation and Mahalanobis di...

    where feature 1 has a standard deviation equal to 1 and feature...np . arange ( 1 , n_features ), np . arange ( 1 , n_features )]...
    scikit-learn.org/stable/auto_examples/covariance/plot_mahalanobis_distances.html
    Mon Mar 23 20:39:22 UTC 2026
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