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  1. spectral_embedding — scikit-learn 1.7.2 documen...

    n_components = 2 , random_state = 42 ) >>> embedding . shape (100, 2) On...be avoided. Added in version 1.2: Added ‘auto’ option. norm_laplacian...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.spectral_embedding.html
    Mon Nov 03 14:20:05 UTC 2025
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  2. Features in Histogram Gradient Boosting Trees —...

    showcasing all points except 2 and 6 in a real life setting...."recorded average" , linewidth = 2 , ax = ax ) for idx , max_iter...
    scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html
    Mon Nov 03 14:20:04 UTC 2025
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  3. nan_euclidean_distances — scikit-learn 1.7.2 do...

    is: \[\sqrt{\frac{4}{2}((3-1)^2 + (6-5)^2)}\] If all the coordinates...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.nan_euclidean_distances.html
    Mon Nov 03 14:20:04 UTC 2025
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  4. paired_distances — scikit-learn 1.7.2 documenta...

    n_features) Array 2 for distance computation. metric..., 1 ]] >>> Y = [[ 0 , 1 ], [ 2 , 1 ]] >>> paired_distances (...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.paired_distances.html
    Mon Nov 03 14:20:03 UTC 2025
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  5. Column Transformer with Heterogeneous Data Sour...

    We will only use posts from 2 categories to speed up running...empty ( shape = ( len ( posts ), 2 ), dtype = object ) for i , text...
    scikit-learn.org/stable/auto_examples/compose/plot_column_transformer.html
    Mon Nov 03 14:20:03 UTC 2025
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  6. Permutation Importance with Multicollinear or C...

    n_jobs = 2 ) perm_sorted_idx = result . importances_mean...score ( X_test , y_test ) : .2 } " ) Baseline accuracy on test...
    scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html
    Mon Nov 03 14:20:05 UTC 2025
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  7. Comparison of LDA and PCA 2D projection of Iris...

    the different samples on the 2 first principal components. Linear...target_names pca = PCA ( n_components = 2 ) X_r = pca . fit ( X ) . transform...
    scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_lda.html
    Mon Nov 03 14:20:03 UTC 2025
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  8. Biclustering documents with the Spectral Co-clu...

    Done in 2.27s. V-measure: 0.3015 Best biclusters:...cdt, surrender, veal bicluster 2 : 1259 documents, 3534 words categories...
    scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html
    Mon Nov 03 14:20:05 UTC 2025
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  9. Receiver Operating Characteristic (ROC) with cr...

    = 2 ], y [ y != 2 ] n_samples , n_features...linearly separable from the other 2; the latter are not linearly separable...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc_crossval.html
    Mon Nov 03 14:20:03 UTC 2025
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  10. homogeneity_completeness_v_measure — scikit-lea...

    2 , 2 ], [ 0 , 0 , 1 , 2 , 2 , 2 ] >>> homogen...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_completeness_v_measure.html
    Mon Nov 03 14:20:04 UTC 2025
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