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  1. FastICA on 2D point clouds — scikit-learn 1.8.0...

    array ([[ 1 , 1 ], [ 0 , 2 ]]) # Mixing matrix...( 42 ) S = rng . standard_t ( 1.5 , size = ( 20000 , 2 )) S [:,...
    scikit-learn.org/stable/auto_examples/decomposition/plot_ica_vs_pca.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. sklearn.datasets — scikit-learn 1.8.0 documenta...

    make_friedman1 Generate the "Friedman #1" regression problem. make_friedman2...
    scikit-learn.org/stable/api/sklearn.datasets.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. Polynomial and Spline interpolation — scikit-le...

    n_samples rows and degree + 1 columns: [[ 1 , x_0 , x_0 ** 2 , x_0...( X_plot )) axes [ 1 ] . legend ( axes [ 1 ] . lines , [ f "spline...
    scikit-learn.org/stable/auto_examples/linear_model/plot_polynomial_interpolation.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. Testimonials — scikit-learn 1.8.0 documentation

    Group # Scikit-learn is our #1 toolkit for all things machine...used for originating at least 1 billion GBP worth of Zopa loans....
    scikit-learn.org/stable/testimonials/testimonials.html
    Mon Mar 23 20:39:20 UTC 2026
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  5. Species distribution modeling — scikit-learn 1....

    subplot ( 1 , 2 , i + 1 ) if basemap : print ( "...Returns ------- (xgrid, ygrid) : 1-D arrays The grid corresponding...
    scikit-learn.org/stable/auto_examples/applications/plot_species_distribution_modeling.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. Kernel Density Estimation — scikit-learn 1.8.0 ...

    logspace ( - 1 , 1 , 20 )} grid = GridSearchCV...new_data . reshape (( 4 , 11 , - 1 )) real_data = digits . data [:...
    scikit-learn.org/stable/auto_examples/neighbors/plot_digits_kde_sampling.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. Gradient Boosting regression — scikit-learn 1.8...

    subplot ( 1 , 1 , 1 ) plt . title ( "Deviance"...12 , 6 )) plt . subplot ( 1 , 2 , 1 ) plt . barh ( pos , feature_importance...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. 2.4. Biclustering — scikit-learn 1.8.0 document...

    array ([ 1 , 2 ]) >>> data [ rows , columns ] array([[ 1, 2], [21,...to find heavy subgraphs. 2.4.1.1. Mathematical formulation # An...
    scikit-learn.org/stable/modules/biclustering.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. 8.3. Generated datasets — scikit-learn 1.8.0 do...

    1.1. Single label # make_blobs creates..."n_informative" : 1 , "n_clusters_per_class" : 1 , "n_classes" :...
    scikit-learn.org/stable/datasets/sample_generators.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. Hierarchical clustering with and without struct...

    ) t = 1.5 * np . pi * ( 1 + 3 * np . random . rand ( 1 , n_samples...n_samples , noise = noise ) X1 [:, 1 ] *= 0.5 # Make the roll thinner...
    scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html
    Mon Mar 23 20:39:21 UTC 2026
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