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  1. 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
    Tue Dec 24 12:16:12 UTC 2024
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  2. 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
    Tue Dec 24 12:16:11 UTC 2024
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  3. 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
    Tue Dec 24 12:16:12 UTC 2024
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  4. All options summary | APM .NET Agent Reference ...

    « Supportability configuration options Public API » Elastic Docs › APM: .NET Agent Reference APM Observability › APM ...
    www.elastic.co/guide/en/apm/agent/dotnet/current/config-all-options-summary.html
    Thu Oct 03 08:25:31 UTC 2024
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  5. make_low_rank_matrix — scikit-learn 1.6.0 docum...

    profile is: ( 1 - tail_strength ) * exp ( - 1.0 * ( i / effective_rank...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Release...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.html
    Tue Dec 24 12:16:11 UTC 2024
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  6. 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
    Tue Dec 24 12:16:11 UTC 2024
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  7. 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
    Tue Dec 24 12:16:12 UTC 2024
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  8. Factor Analysis (with rotation) to visualize pa...

    vmin =- 1 , vmax = 1 ) ax . set_xticks ([ 0 , 1 , 2 , 3 ])...set_xticks ([ 0 , 1 ]) ax . set_xticklabels ([ "Comp. 1" , "Comp. 2"...
    scikit-learn.org/stable/auto_examples/decomposition/plot_varimax_fa.html
    Tue Dec 24 12:16:12 UTC 2024
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  9. 4.2. Permutation feature importance — scikit-le...

    as: \[i_j = s - \frac{1}{K} \sum_{k=1}^{K} s_{k,j}\] 4.2.2. Relation...degradation of the model’s score [ 1 ] . By breaking the relationship...
    scikit-learn.org/stable/modules/permutation_importance.html
    Tue Dec 24 12:16:12 UTC 2024
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  10. Feature importances with a forest of trees — sc...

    shape [ 1 ])] forest = RandomForestClassifi...time of the script: (0 minutes 1.193 seconds) Download Jupyter...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html
    Tue Dec 24 12:16:12 UTC 2024
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