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  1. sklearn.kernel_ridge — scikit-learn 1.7.2 docum...

    Kernel ridge regression. User guide. See the Kernel ridge regression section for further details.
    scikit-learn.org/stable/api/sklearn.kernel_ridge.html
    Mon Nov 03 14:20:04 UTC 2025
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  2. make_swiss_roll — scikit-learn 1.7.2 documentation

    Gallery examples: Hierarchical clustering: structured vs unstructured ward Swiss Roll And Swiss-Hole Reduction
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_swiss_roll.html
    Mon Nov 03 14:20:05 UTC 2025
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  3. Normal, Ledoit-Wolf and OAS Linear Discriminant...

    centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color = "gold"...
    scikit-learn.org/stable/auto_examples/classification/plot_lda.html
    Mon Nov 03 14:20:04 UTC 2025
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  4. Label Propagation digits: Demonstrating perform...

    RandomState ( 2 ) indices = np . arange ( len...1.00 1.00 27 1 0.82 1.00 0.90 37 2 1.00 0.86 0.92 28 3 1.00 0.80...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html
    Mon Nov 03 14:20:03 UTC 2025
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  5. Plot multi-class SGD on the iris dataset — scik...

    : 2 ] y = iris . target colors = "bry"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_iris.html
    Mon Nov 03 14:20:05 UTC 2025
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  6. d2_absolute_error_score — scikit-learn 1.7.2 do...

    2 , 3 ] >>> y_pred = [ 2 , 2 , 2 ] >>> d2_absolute_error_score...3 , - 0.5 , 2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> d...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_absolute_error_score.html
    Mon Nov 03 14:20:04 UTC 2025
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  7. Comparison between grid search and successive h...

    1e-2 , 1e-3 , 1e-4 , 1e-5 , 1e-6 ,...param_grid = param_grid , factor = 2 , random_state = rng ) gsh . fit...
    scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html
    Mon Nov 03 14:20:04 UTC 2025
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  8. Multi-class AdaBoosted Decision Trees — scikit-...

    class (quantiles of the \(\chi^2\) distribution). from sklearn.datasets...make_gaussian_quantiles ( n_samples = 2_000 , n_features = 10 , n_classes...
    scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_multiclass.html
    Mon Nov 03 14:20:04 UTC 2025
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  9. Custom refit strategy of a grid search with cro...

    None verbose 0 pre_dispatch '2*n_jobs' error_score nan return_train_score...
    scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html
    Mon Nov 03 14:20:05 UTC 2025
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  10. Permutation Importance vs Random Forest Feature...

    max_depth None min_samples_split 2 min_samples_leaf 1 min_weight_fraction_leaf...random_state = 42 , n_jobs = 2 ) sorted_importances_idx = result...
    scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html
    Mon Nov 03 14:20:03 UTC 2025
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