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  1. SVM Margins Example — scikit-learn 1.7.2 docume...

    2 ) - [ 2 , 2 ], np . random . randn ( 20 , 2 ) + [ 2 , 2...This is sqrt(1+a^2) away vertically in # 2-d. margin = 1 / np...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html
    Wed Oct 15 17:17:50 UTC 2025
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  2. randomized_svd — scikit-learn 1.7.2 documentation

    2), (2,), (2, 4)) On this page This Page...increase this parameter up to 2*k - n_components where k is the...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.randomized_svd.html
    Tue Oct 14 17:56:27 UTC 2025
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  3. RANSACRegressor — scikit-learn 1.7.2 documentation

    org/wiki/RANSAC [ 2 ] https://www.sri.com/wp-cont...n_samples = 200 , n_features = 2 , noise = 4.0 , random_state =...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.RANSACRegressor.html
    Wed Oct 15 17:17:51 UTC 2025
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  4. Confusion matrix — scikit-learn 1.7.2 documenta...

    set_printoptions ( precision = 2 ) # Plot non-normalized confusion...
    scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html
    Wed Oct 15 17:17:50 UTC 2025
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  5. locally_linear_embedding — scikit-learn 1.7.2 d...

    (n_components + 1) / 2. see reference [2] modified use the modified...n_components = 2 ) >>> embedding . shape (100, 2) Gallery examples...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.locally_linear_embedding.html
    Wed Oct 15 17:17:50 UTC 2025
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  6. Probability Calibration for 3-class classificat...

    x ) / 2 ], [ 0 , 0 + ( 1 - x ) / 2 ], "k" , alpha = 0.2 ) plt...x ) / 2 ], [ 0 , 0 + ( 1 - x ) / 2 ], "k" , alpha = 0.2 ) plt...
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html
    Wed Oct 15 17:17:50 UTC 2025
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  7. Polynomial and Spline interpolation — scikit-le...

    basis_2 ( x_0 ), ... ], [ basis_1 ( x_1 ), basis_2 ( x_1 ),...columns: [[ 1 , x_0 , x_0 ** 2 , x_0 ** 3 , ... , x_0 ** degree...
    scikit-learn.org/stable/auto_examples/linear_model/plot_polynomial_interpolation.html
    Wed Oct 15 17:17:50 UTC 2025
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  8. Plot individual and voting regression predictio...

    'friedman_mse' min_samples_split 2 min_samples_leaf 1 min_weight_fraction_leaf...max_depth None min_samples_split 2 min_samples_leaf 1 min_weight_fraction_leaf...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html
    Wed Oct 15 17:17:51 UTC 2025
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  9. median_absolute_error — scikit-learn 1.7.2 docu...

    2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> m...]] >>> y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> median_absolute_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.median_absolute_error.html
    Wed Oct 15 17:17:49 UTC 2025
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  10. Comparison of kernel ridge and Gaussian process...

    period of this sine is thus \(2 \pi\) . We will reuse this information...= "True signal" , linewidth = 2 ) plt . scatter ( training_data...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html
    Wed Oct 15 17:17:50 UTC 2025
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