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  1. roc_auc_score — scikit-learn 1.7.1 documentation

    the standardized partial AUC [2] over the range [0, max_fpr] is...under of the ROC as follows: G = 2 * AUC - 1 Where G is the Gini...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_auc_score.html
    Wed Aug 06 18:27:57 UTC 2025
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  2. HistGradientBoostingRegressor — scikit-learn 1....

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Release Highlights...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html
    Wed Aug 06 18:27:58 UTC 2025
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  3. homogeneity_score — scikit-learn 1.7.1 document...

    2 ])) 1.000000 >>> print ( " %.6f...([ 0 , 0 , 1 , 1 ], [ 0 , 1 , 2 , 3 ])) 1.000000 Clusters that...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_score.html
    Wed Aug 06 18:27:58 UTC 2025
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  4. mean_poisson_deviance — scikit-learn 1.7.1 docu...

    y_true = [ 2 , 0 , 1 , 4 ] >>> y_pred = [ 0.5 , 0.5 , 2. , 2. ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_poisson_deviance.html
    Wed Aug 06 18:27:57 UTC 2025
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  5. plot_classifier_comparison.ipynb

    n n_features=2, n_redundant=0, n_informative=2, random_state=1,... = np.random.RandomState(2)\nX += 2 * rng.uniform(size=X.sha...
    scikit-learn.org/stable/_downloads/3438aba177365cb595921cf18806dfa7/plot_classifier_comparison.ipynb
    Wed Aug 06 18:27:58 UTC 2025
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  6. LlamaIndex and Elasticsearch Rerankers: Unbeata...

    G16 2 1 - - Gigabyte AORUS 17 3 4 5 4 MSI Stealth 17 4 3 2 3 Alienware...Alienware m18 5 2 1 2 HP Omen 16 - - 3 5 Acer Predator Helios...
    www.elastic.co/search-labs/blog/elasticsearch-reranker-llamaindex-rankgpt
    Tue Jul 29 00:53:30 UTC 2025
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  7. DictVectorizer — scikit-learn 1.7.1 documentation

    'bar' : 2 }, { 'foo' : 3 , 'baz' : 1 }]...fit_transform ( D ) >>> X array([[2., 0., 1.], [0., 1., 3.]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.DictVectorizer.html
    Wed Aug 06 18:27:57 UTC 2025
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  8. 1.10. Decision Trees — scikit-learn 1.7.1 docum...

    [ 2 , 2 ]] >>> y = [ 0.5 , 2.5 ] >>> clf = tree...samples: >>> clf . predict ([[ 2. , 2. ]]) array([1]) In case that...
    scikit-learn.org/stable/modules/tree.html
    Wed Aug 06 18:27:58 UTC 2025
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  9. Release Highlights for scikit-learn 0.24 — scik...

    2. From 1.2, use # PartialDependenceDis..."min_samples_split" : randint ( 2 , 11 ), "bootstrap" : [ True ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html
    Wed Aug 06 18:27:57 UTC 2025
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  10. ConstantKernel — scikit-learn 1.7.1 documentation

    x_2) = constant\_value \;\forall\; x_1, x_2\] Adding a...constant_value = 2 ) is the same as: kernel = RBF () + 2 Read more in...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.ConstantKernel.html
    Wed Aug 06 18:27:58 UTC 2025
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