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  1. Compare Stochastic learning strategies for MLPC...

    638843 Training set loss: 1.855465 training: inv-scaling with...factor = 0.5 , random_state = 1 ), datasets . make_moons ( noise...
    scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html
    Mon Mar 23 20:39:22 UTC 2026
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  2. A demo of K-Means clustering on the handwritten...

    1 ] . min () - 1 , reduced_data [:, 1 ] . max () + 1 xx ,.... min () - 1 , reduced_data [:, 0 ] . max () + 1 y_min , y_max...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_digits.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. Visualizing cross-validation behavior in scikit...

    scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Gallery...10 ) percentiles_classes = [ 0.1 , 0.3 , 0.6 ] y = np . hstack...
    scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html
    Mon Mar 23 20:39:22 UTC 2026
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  4. Test with permutations the significance of a cl...

    weak structure in the data [ 1 ] . References Total running time...
    scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. Nested versus non-nested cross-validation — sci...

    = { "C" : [ 1 , 10 , 100 ], "gamma" : [ 0.01 , 0.1 ]} # We will...Iris Dataset" , x = 0.5 , y = 1.1 , fontsize = "15" , ) # Plot...
    scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html
    Mon Mar 23 20:39:22 UTC 2026
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  6. Effect of model regularization on training and ...

    noise = 1.0 , coef = True , random_state...alphas = np . logspace ( - 5 , 1 , 60 ) disp = ValidationCurveDispl...
    scikit-learn.org/stable/auto_examples/model_selection/plot_train_error_vs_test_error.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. 3.4. Metrics and scoring: quantifying the quali...

    1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,..., 0 , 1 , 1 , 1 , 1 , 1 ] >>> y_pred = [ 0 , 1 , 0 , 1 , 0 ,...
    scikit-learn.org/stable/modules/model_evaluation.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. Illustration of prior and posterior Gaussian pr...

    "Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc..."Observations" ) axs [ 1 ] . legend ( bbox_to_anchor = ( 1.05 , 1.5 ), loc...
    scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_prior_posterior.html
    Mon Mar 23 20:39:21 UTC 2026
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  9. Segmenting the picture of greek coins in region...

    1.76s Spectral clustering: discretize, 1.62s Spectral...the # actual image. For beta=1, the segmentation is close to...
    scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html
    Mon Mar 23 20:39:22 UTC 2026
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  10. Shrinkage covariance estimation: LedoitWolf vs ...

    [ 1 ] . Its convergence is significantly...* np . log (( plt . ylim ()[ 1 ] - plt . ylim ()[ 0 ])) ymax...
    scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html
    Mon Mar 23 20:39:20 UTC 2026
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