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  1. sample_without_replacement — scikit-learn 1.7.2...

    1, 5, 0, 7]) On this page This Page...
    scikit-learn.org/stable/modules/generated/sklearn.utils.random.sample_without_replacement.html
    Sat Nov 01 09:15:34 UTC 2025
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  2. Ledoit-Wolf vs OAS estimation — scikit-learn 1....

    covariance matrix (AR(1) process) r = 0.1 real_cov = toeplitz (...plot MSE plt . subplot ( 2 , 1 , 1 ) plt . errorbar ( n_samples_range...
    scikit-learn.org/stable/auto_examples/covariance/plot_lw_vs_oas.html
    Mon Nov 03 14:20:05 UTC 2025
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  3. Plot classification boundaries with different S...

    1 , 1 , 1 , 1 , 1 , 1 , 1 , 1 ]) # Plotting settings...], [ - 1.5 , - 1.0 ], [ - 1.4 , - 0.9 ], [ - 1.3 , - 1.2 ], [...
    scikit-learn.org/stable/auto_examples/svm/plot_svm_kernels.html
    Mon Nov 03 14:20:04 UTC 2025
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  4. Statistical comparison of models using grid sea...

    \[t=\frac{\frac{1}{k \cdot r}\sum_{i=1}^{k}\sum_{j=1}^{r}x_{ij}}...p-values higher than 1 p_val = 1 if p_val > 1 else p_val pairwise_t_test...
    scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html
    Mon Nov 03 14:20:03 UTC 2025
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  5. make_union — scikit-learn 1.7.2 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...v0.20: n_jobs default changed from 1 to None. verbose bool, default=False...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.make_union.html
    Mon Nov 03 14:20:05 UTC 2025
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  6. Effect of varying threshold for self-training —...

    mean ( axis = 1 ), yerr = scores . std ( axis = 1 ), capsize =...( axis = 1 ), yerr = amount_labeled . std ( axis = 1 ), capsize...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html
    Mon Nov 03 14:20:03 UTC 2025
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  7. Gaussian Process for Machine Learning — scikit-...

    Examples concerning the sklearn.gaussian_process module. Ability of Gaussian process regression (GPR) to estimate data noise-level Comparison of kernel ridge and Gaussian process regression Forecas...
    scikit-learn.org/stable/auto_examples/gaussian_process/index.html
    Mon Nov 03 14:20:03 UTC 2025
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  8. A demo of the mean-shift clustering algorithm —...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , _ = make_blobs...matplotlib.pyplot as plt plt . figure ( 1 ) plt . clf () colors = [ "#dede00"...
    scikit-learn.org/stable/auto_examples/cluster/plot_mean_shift.html
    Mon Nov 03 14:20:03 UTC 2025
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  9. d2_log_loss_score — scikit-learn 1.7.2 document...

    Best possible score is 1.0 and it can be negative (because...User Guide . Added in version 1.5. Parameters : y_true array-like...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_log_loss_score.html
    Mon Nov 03 14:20:04 UTC 2025
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  10. Comparison of F-test and mutual information — s...

    follows: y = x_1 + sin(6 * pi * x_2) + 0.1 * N(0, 1), that is the...features x_1, x_2, x_3 distributed uniformly over [0, 1], the target...
    scikit-learn.org/stable/auto_examples/feature_selection/plot_f_test_vs_mi.html
    Mon Nov 03 14:20:03 UTC 2025
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