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  1. GMM Initialization Methods — scikit-learn 1.7.2...

    1 ], s = 75 , marker = "D" , c = "orange" , lw = 1.5 , edgecolors...random_state = 0 ) X = X [:, :: - 1 ] n_samples = 4000 n_components...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_init.html
    Wed Sep 17 19:58:00 UTC 2025
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  2. max_error — scikit-learn 1.7.2 documentation

    1 ] >>> y_pred = [ 4 , 2 , 7 , 1 ] >>> max_error...max_error ( y_true , y_pred ) 1.0 On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.max_error.html
    Wed Sep 17 19:58:00 UTC 2025
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  3. 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
    Wed Sep 17 19:57:58 UTC 2025
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  4. has_fit_parameter — scikit-learn 1.7.2 document...

    Skip to main content Back to top Ctrl + K GitHub Choose version has_fit_parameter # sklearn.utils.validation. has_fit...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.has_fit_parameter.html
    Mon Sep 15 09:31:45 UTC 2025
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  5. 13. Choosing the right estimator — scikit-learn...

    Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. Different estimators are better suited for different types of data and different problem...
    scikit-learn.org/stable/machine_learning_map.html
    Wed Sep 17 19:57:58 UTC 2025
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  6. 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
    Wed Sep 17 19:57:58 UTC 2025
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  7. estimator_html_repr — scikit-learn 1.7.2 docume...

    Skip to main content Back to top Ctrl + K GitHub Choose version estimator_html_repr # sklearn.utils. estimator_html_r...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_html_repr.html
    Wed Sep 17 19:57:59 UTC 2025
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  8. Kernel Density Estimation — scikit-learn 1.7.2 ...

    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
    Wed Sep 17 19:57:58 UTC 2025
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  9. load_diabetes — scikit-learn 1.7.2 documentation

    Added in version 1.1. Returns : data Bunch Dictionary-like...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 On this...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_diabetes.html
    Wed Sep 17 19:58:00 UTC 2025
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  10. Univariate Feature Selection — scikit-learn 1.7...

    shape [ - 1 ]) plt . figure ( 1 ) plt . clf () plt ....RandomState ( 42 ) . uniform ( 0 , 0.1 , size = ( X . shape [ 0 ], 20...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html
    Wed Sep 17 19:57:59 UTC 2025
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