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  1. roc_auc_score — scikit-learn 1.7.0 documentation

    classes_[1] and thus estimator.predict_proba(X, y)[:, 1] . The...it is upper bounded by 1. References [ 1 ] Wikipedia entry for...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_auc_score.html
    Fri Jun 06 09:13:47 UTC 2025
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  2. API Reference — scikit-learn 1.7.0 documentation

    Scale each feature to the [-1, 1] range without breaking the...make_friedman1 Generate the “Friedman #1” regression problem. sklearn.datasets...
    scikit-learn.org/stable/api/index.html
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  3. Comparing Target Encoder with Other Encoders — ...

    scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Gallery...points price province region_1 region_2 variety winery 0 US This...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html
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  4. sklearn.gaussian_process — scikit-learn 1.7.0 d...

    kernel takes two kernels \(k_1\) and \(k_2\) and combines them...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...
    scikit-learn.org/stable/api/sklearn.gaussian_process.html
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  5. davies_bouldin_score — scikit-learn 1.7.0 docum...

    1 ], [ 1 , 1 ], [ 3 , 4 ]] >>> labels = [ 0 , 0 , 1 ] >>>...Davies-Bouldin score. References [ 1 ] Davies, David L.; Bouldin, Donald...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.davies_bouldin_score.html
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  6. pairwise_distances_chunked — scikit-learn 1.7.0...

    means 1 unless in a joblib.parallel_backend context. -1 means...D_chunk < r )) . mean ( axis = 1 ) ... return neigh , avg_dist...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_chunked.html
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  7. make_sparse_uncorrelated — scikit-learn 1.7.0 d...

    described in Celeux et al [1]. as: X ~ N ( 0 , 1 ) y ( X ) = X [:, 0...0 ] + 2 * X [:, 1 ] - 2 * X [:, 2 ] - 1.5 * X [:, 3 ] Only the...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_sparse_uncorrelated.html
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  8. Manifold Learning methods on a severed sphere —...

    64 sec modified: 1.2 sec ISO: 0.19 sec MDS: 0.72...trans_data [ 0 ], trans_data [ 1 ], c = colors , cmap = plt . cm...
    scikit-learn.org/stable/auto_examples/manifold/plot_manifold_sphere.html
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  9. load_svmlight_files — scikit-learn 1.7.0 docume...

    shape[1] == X_test.shape[1]). This may not be the...query_id=False , offset=0 , length=-1 ) [source] # Load dataset from...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_files.html
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  10. is_clusterer — scikit-learn 1.7.0 documentation

    Added in version 1.6. Parameters : estimator object...
    scikit-learn.org/stable/modules/generated/sklearn.base.is_clusterer.html
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