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  1. set_config — scikit-learn 1.7.2 documentation

    Added in version 1.1. enable_cython_pairwise_dist...configuration setting. Added in version 1.1. array_api_dispatch bool, default=None...
    scikit-learn.org/stable/modules/generated/sklearn.set_config.html
    Tue Nov 04 06:34:51 UTC 2025
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  2. Spectral clustering for image segmentation — sc...

    [ 0 ]) ** 2 + ( y - center1 [ 1 ]) ** 2 < radius1 ** 2 circle2...[ 0 ]) ** 2 + ( y - center2 [ 1 ]) ** 2 < radius2 ** 2 circle3...
    scikit-learn.org/stable/auto_examples/cluster/plot_segmentation_toy.html
    Tue Nov 04 06:34:51 UTC 2025
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  3. SVM: Weighted samples — scikit-learn 1.7.2 docu...

    n_clusters_per_class = 1 , class_sep = 1.1 , weights = [ 0.9 , 0.1 ], random_state...make_classification ( n_samples = 1_000 , n_features = 2 , n_informative...
    scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html
    Tue Nov 04 06:34:51 UTC 2025
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  4. Combine predictors using stacking — scikit-lear...

    min_samples_leaf 1 min_weight_fraction_leaf 0.0 max_features 1.0 max_leaf_nodes...min_samples_leaf 1 min_weight_fraction_leaf 0.0 max_features 1.0 max_leaf_nodes...
    scikit-learn.org/stable/auto_examples/ensemble/plot_stack_predictors.html
    Tue Nov 04 06:34:51 UTC 2025
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  5. Plot the support vectors in LinearSVC — scikit-...

    subplot ( 1 , 2 , i + 1 ) plt . scatter ( X [:, 0 ], X [:, 1 ], c...colors = "k" , levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles...
    scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html
    Tue Nov 04 06:34:50 UTC 2025
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  6. SVM Margins Example — scikit-learn 1.7.2 docume...

    0 ] * 20 + [ 1 ] * 20 # figure number fignum = 1 # fit the model...is sqrt(1+a^2) away vertically in # 2-d. margin = 1 / np . sqrt...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html
    Tue Nov 04 06:34:51 UTC 2025
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  7. Approximate nearest neighbors in TSNE — scikit-...

    0 * perplexity + 1 ) + 1 tsne_params = dict ( init =...improved since scikit-learn 1.1. Furthermore, the brute-force...
    scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html
    Tue Nov 04 06:34:51 UTC 2025
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  8. coverage_error — scikit-learn 1.7.2 documentation

    y_true = [[ 1 , 0 , 0 ], [ 0 , 1 , 1 ]] >>> y_score = [[ 1 , 0 , 0...[ 0 , 1 , 1 ]] >>> coverage_error ( y_true , y_score ) 1.5 On...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.coverage_error.html
    Tue Nov 04 06:34:51 UTC 2025
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  9. randomized_svd — scikit-learn 1.7.2 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
    Sat Nov 01 09:15:33 UTC 2025
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  10. load_svmlight_file — scikit-learn 1.7.2 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
    Mon Nov 03 14:20:05 UTC 2025
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