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  1. 1.7. Gaussian Processes — scikit-learn 1.7.2 do...

    1.7.3. GPC examples # 1.7.3.1. Probabilistic predictions...features exceeds a few dozens. 1.7.1. Gaussian Process Regression...
    scikit-learn.org/stable/modules/gaussian_process.html
    Fri Sep 12 13:34:53 UTC 2025
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  2. ClassifierTags — scikit-learn 1.7.1 documentation

    Skip to main content Back to top Ctrl + K GitHub Choose version ClassifierTags # class sklearn.utils. ClassifierTags ...
    scikit-learn.org/stable/modules/generated/sklearn.utils.ClassifierTags.html
    Sat Sep 06 21:55:15 UTC 2025
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  3. fetch_openml — scikit-learn 1.7.2 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...Added in version 1.2. Changed in version 1.4: The default value...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_openml.html
    Fri Sep 12 13:34:55 UTC 2025
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  4. brier_score_loss — scikit-learn 1.7.2 documenta...

    y_true in {-1, 1} or {0, 1}, pos_label defaults to 1; else if y_true...defined as: \[\frac{1}{N}\sum_{i=1}^{N}\sum_{c=1}^{C}(y_{ic} - \hat{p}_{ic})^{2}\]...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.brier_score_loss.html
    Fri Sep 12 13:34:55 UTC 2025
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  5. 1.2. Linear and Quadratic Discriminant Analysis...

    equal to \(\frac{1}{n - 1} X_k^tX_k = \frac{1}{n - 1} V S^2 V^t\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...
    scikit-learn.org/stable/modules/lda_qda.html
    Fri Sep 12 13:34:53 UTC 2025
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  6. 2.3. Clustering — scikit-learn 1.7.2 documentation

    1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...0 , 0 , 1 , 1 , 1 ] >>> labels_pred = [ 0 , 0 , 1 , 1 , 2 , 2...
    scikit-learn.org/stable/modules/clustering.html
    Fri Sep 12 13:34:49 UTC 2025
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  7. average_precision_score — scikit-learn 1.7.2 do...

    1 , 1 ]) >>> y_scores = np . array ([ 0.1 , 0.4 , 0.35..., 0.1 ], ... [ 0.4 , 0.3 , 0.3 ], ... [ 0.1 , 0.8 , 0.1 ], ......
    scikit-learn.org/stable/modules/generated/sklearn.metrics.average_precision_score.html
    Fri Sep 12 13:34:49 UTC 2025
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  8. pairwise_distances_argmin — scikit-learn 1.7.2 ...

    [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...deprecated from SciPy 1.9 and will be removed in SciPy 1.11. Note 'matching'...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_argmin.html
    Fri Sep 12 13:34:49 UTC 2025
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  9. f_classif — scikit-learn 1.7.2 documentation

    n_clusters_per_class = 1 , ... shuffle = False , random_state...f_statistic array([2.21e+02, 7.02e-01, 1.70e+00, 9.31e-01, 5.41e+00, 3.25e-01,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.f_classif.html
    Fri Sep 12 13:34:49 UTC 2025
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  10. train_test_split — scikit-learn 1.7.2 documenta...

    1 3.5 1.4 0.2 1 4.9 3.0 1.4 0.2 2 4.7 3.2 1.3 0.2 3 4.6...4.2 1.3 105 7.6 3.0 6.6 2.1 66 5.6 3.0 4.5 1.5 0 5.1 3.5 1.4 0.2...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html
    Fri Sep 12 13:34:53 UTC 2025
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