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  1. MLPRegressor — scikit-learn 1.8.0 documentation

    returns f(x) = 1 / (1 + exp(-x)). ‘tanh’, the hyperbolic...random_state = 1 ) >>> regr = MLPRegressor ( random_state = 1 , max_iter...
    scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html
    Tue Mar 17 03:44:36 UTC 2026
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  2. make_hastie_10_2 — scikit-learn 1.8.0 documenta...

    float64(-1.0), np.float64(1.0), np.float64(-1.0), np.float64(1.0),...[ i ] = 1 if np . sum ( X [ i ] ** 2 ) > 9.34 else - 1 Read more...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_hastie_10_2.html
    Tue Mar 17 03:44:39 UTC 2026
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  3. binarize — scikit-learn 1.8.0 documentation

    1., 0.], [1., 0., 0.]]) On this page...are replaced by 0, above it by 1. Threshold may not be less than...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.binarize.html
    Tue Mar 17 03:44:36 UTC 2026
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  4. FeatureUnion — scikit-learn 1.8.0 documentation

    svd__n_components = 1 ) . fit_transform ( X ) array([[-1.5 , 3.04], [ 1.5 , 5.72]])...unchanged. Added in version 1.1: Added the option "passthrough"...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.FeatureUnion.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. DictionaryLearning — scikit-learn 1.8.0 documen...

    1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...version 1.2: When None, default value changed from 1.0 to alpha...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html
    Tue Mar 17 03:44:36 UTC 2026
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  6. make_gaussian_quantiles — scikit-learn 1.8.0 do...

    dataset is from Zhu et al [1] . References [ 1 ] J. Zhu, H. Zou, S....es ( * , mean = None , cov = 1.0 , n_samples = 100 , n_features...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_gaussian_quantiles.html
    Tue Mar 17 03:44:39 UTC 2026
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  7. silhouette_score — scikit-learn 1.8.0 documenta...

    The best value is 1 and the worst value is -1. Values near 0 indicate...2 <= n_labels <= n_samples - 1 . This function returns the mean...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html
    Tue Mar 17 03:44:36 UTC 2026
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  8. Release Highlights for scikit-learn 1.0 — sciki...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...import make_pipeline y = [ 1 , 0 , 1 ] pipe = make_pipeline ( preprocessor...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.html
    Tue Mar 17 03:44:38 UTC 2026
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  9. Matern — scikit-learn 1.8.0 documentation

    kernel = 1.0 * Matern ( length_scale = 1.0 , nu = 1.5 ) >>> gpc...length_scale = 1.0 , length_scale_bounds = (1e-05, 100000.0) , nu = 1.5 )...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Matern.html
    Tue Mar 17 03:44:39 UTC 2026
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  10. Release Highlights for scikit-learn 1.7 — sciki...

    deprecated:: 1.8 `penalty` was deprecated in version 1.8 and will...with `0 = l1_ratio = 1`. Setting `l1_ratio=1` gives a pure L1-penalty,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_7_0.html
    Tue Mar 17 03:44:39 UTC 2026
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