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  1. homogeneity_completeness_v_measure — scikit-lea...

    1 , 1 , 2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>>...float Score between 0.0 and 1.0. 1.0 stands for perfectly homogeneous...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html
    Fri Jun 06 09:13:47 UTC 2025
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  2. Gradient Boosting Out-of-Bag estimates — scikit...

    subsample < 1.0 ), the estimates are derived...y = random_state . binomial ( 1 , p , size = n_samples ) X = np...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html
    Fri Jun 06 09:13:47 UTC 2025
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  3. Post pruning decision trees with cost complexit...

    plot ( ccp_alphas [: - 1 ], impurities [: - 1 ], marker = "o" , drawstyle...clfs [ - 1 ] . tree_ . node_count , ccp_alphas [ - 1 ] ) ) Number...
    scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html
    Fri Jun 06 09:13:46 UTC 2025
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  4. Plot the decision surfaces of ensembles of tree...

    () - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...min () - 1 , X [:, 1 ] . max () + 1 xx , yy = np . meshgrid (...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html
    Fri Jun 06 09:13:47 UTC 2025
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  5. scikit-learn: machine learning in Python — scik...

    scikit-learn 1.8 (Changelog) . June 2025. scikit-learn 1.7.0 is available...January 2025. scikit-learn 1.6.1 is available for download (...
    scikit-learn.org/stable/index.html
    Fri Jun 06 09:13:48 UTC 2025
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  6. Empirical evaluation of the impact of k-means i...

    mean ( axis = 1 ), inertia . std ( axis = 1 ), fmt = format...using a init="random" and n_init=1 . This run leads to a bad convergence...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_stability_low_dim_dense.html
    Fri Jun 06 09:13:47 UTC 2025
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  7. Release Highlights — scikit-learn 1.7.0 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.7 Release Highlights for scikit-learn 1.7 Release...
    scikit-learn.org/stable/auto_examples/release_highlights/index.html
    Fri Jun 06 09:13:47 UTC 2025
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  8. CompoundKernel — scikit-learn 1.7.0 documentation

    theta ) [1.09861229 0.69314718] __call__...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.CompoundKernel.html
    Fri Jun 06 09:13:47 UTC 2025
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  9. Comparing Random Forests and Histogram Gradient...

    row = 1 , col = 1 ) fig . add_trace ( line_trace , row = 1 , col...row = 1 , col = 2 ) fig . add_trace ( line_trace , row = 1 , col...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html
    Fri Jun 06 09:13:47 UTC 2025
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  10. Comparison of LDA and PCA 2D projection of Iris...

    1 , 2 ], target_names ): plt . scatter...y == i , 0 ], X_r [ y == i , 1 ], color = color , alpha = 0.8...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html
    Fri Jun 06 09:13:47 UTC 2025
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