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  1. Outlier detection with Local Outlier Factor (LO...

    The Local Outlier Factor (LOF) algorithm is an unsupervised anomaly detection method which computes the local density deviation of a given data point with respect to its neighbors. It considers as ...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html
    Tue Mar 17 03:44:38 UTC 2026
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  2. Nested versus non-nested cross-validation — sci...

    This example compares non-nested and nested cross-validation strategies on a classifier of the iris data set. Nested cross-validation (CV) is often used to train a model in which hyperparameters al...
    scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html
    Tue Mar 17 03:44:39 UTC 2026
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  3. Plot different SVM classifiers in the iris data...

    Comparison of different linear SVM classifiers on a 2D projection of the iris dataset. We only consider the first 2 features of this dataset: Sepal length, Sepal width. This example shows how to pl...
    scikit-learn.org/stable/auto_examples/svm/plot_iris_svc.html
    Tue Mar 17 03:44:39 UTC 2026
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  4. Perceptron — scikit-learn 1.8.0 documentation

    text documents Out-of-core classification of text documents On...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Perceptron.html
    Tue Mar 17 03:44:39 UTC 2026
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  5. Prediction Latency — scikit-learn 1.8.0 documen...

    text documents Out-of-core classification of text documents Normal,...
    scikit-learn.org/stable/auto_examples/applications/plot_prediction_latency.html
    Tue Mar 17 03:44:38 UTC 2026
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  6. IsolationForest example — scikit-learn 1.8.0 do...

    Documentation for IsolationForest i Fitted...nbviewer.org. IsolationForest ? Documentation for IsolationForest i Fitted...
    scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html
    Tue Mar 17 03:44:36 UTC 2026
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  7. GridSearchCV — scikit-learn 1.8.0 documentation

    best_estimator_ is defined (see the documentation for the refit parameter...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
    Tue Mar 17 03:44:39 UTC 2026
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  8. 8.2. Real world datasets — scikit-learn 1.8.0 d...

    would not generalize to other documents that aren’t from this window...example Classification of text documents using sparse features shuffles...
    scikit-learn.org/stable/datasets/real_world.html
    Tue Mar 17 03:44:39 UTC 2026
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  9. ComplementNB — scikit-learn 1.8.0 documen...

    evaluation Classification of text documents using sparse features Classification...Classification of text documents using sparse features On this page...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.ComplementNB.html
    Mon Mar 09 14:07:54 UTC 2026
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  10. pairwise_distances_argmin_min — scikit-learn 1....

    ‘yule’] See the documentation for scipy.spatial.distance...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_argmin_min.html
    Tue Mar 17 03:44:37 UTC 2026
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