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  1. Demo of OPTICS clustering algorithm — sci...

    subplot ( G [ 1 , 0 ]) ax3 = plt . subplot ( G [ 1 , 1 ]) ax4 = plt...labels_ == - 1 , 0 ], X [ clust . labels_ == - 1 , 1 ], "k+"...
    scikit-learn.org/stable/auto_examples/cluster/plot_optics.html
    Mon Jan 12 10:07:41 GMT 2026
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  2. GaussianProcessRegressor — scikit-learn 1...

    ConstantKernel(1.0, constant_value_bounds="fixed") * RBF(1.0, ...implementation is based on Algorithm 2.1 of [RW2006] . In addition to standard...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html
    Mon Jan 12 10:07:38 GMT 2026
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  3. SGD: convex loss functions — scikit-learn...

    >= - 1 ] = ( 1 - z [ z >= - 1 ]) ** 2 loss [ z >= 1.0 ]...([ xmin , 0 , 0 , xmax ], [ 1 , 1 , 0 , 0 ], color = "gold"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html
    Mon Jan 12 10:07:38 GMT 2026
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  4. cross_validate — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html
    Mon Jan 12 10:07:40 GMT 2026
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  5. Version 0.20 — scikit-learn 1.8.0 documen...

    1} or {-1, 1} through pos_label parameter....PyPy3-v5.10+, Numpy 1.14.0+, and scipy 1.1.0+ are required. #11010...
    scikit-learn.org/stable/whats_new/v0.20.html
    Mon Jan 12 10:07:40 GMT 2026
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  6. Vector Quantization Example — scikit-lear...

    bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...
    scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html
    Mon Jan 12 10:07:40 GMT 2026
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  7. Demonstrating the different strategies of KBins...

    strategies ) + 1 , i ) ax . scatter ( X [:, 0 ], X [:, 1 ], edgecolors.... linspace ( X [:, 1 ] . min (), X [:, 1 ] . max (), 300 ), )...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_strategies.html
    Mon Jan 12 10:07:38 GMT 2026
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  8. Nearest Neighbors regression — scikit-lea...

    1 , i + 1 ) plt . scatter ( X_train...sort ( 5 * rng . rand ( 40 , 1 ), axis = 0 ) X_test = np . linspace...
    scikit-learn.org/stable/auto_examples/neighbors/plot_regression.html
    Mon Jan 12 10:07:38 GMT 2026
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  9. fetch_covtype — scikit-learn 1.8.0 docume...

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the covertype...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_covtype.html
    Mon Jan 12 10:07:41 GMT 2026
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  10. RBF SVM parameters — scikit-learn 1.8.0 d...

    1 , 1e2 ] gamma_2d_range = [ 1e-1 , 1 , 1e1 ] classifiers...np.float64(1.0), 'gamma': np.float64(0.1)} with a score...
    scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html
    Mon Jan 12 10:07:41 GMT 2026
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