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  1. A demo of structured Ward hierarchical clusteri...

    Compute the segmentation of a 2D image with Ward hierarchical clustering. The clustering is spatially constrained in order for each segmented region to be in one piece. Generate data: Resize it to ...
    scikit-learn.org/stable/auto_examples/cluster/plot_coin_ward_segmentation.html
    Fri Aug 22 18:00:29 UTC 2025
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  2. Plot multi-class SGD on the iris dataset — scik...

    Plot decision surface of multi-class SGD on iris dataset. The hyperplanes corresponding to the three one-versus-all (OVA) classifiers are represented by the dashed lines. Total running time of the ...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_iris.html
    Fri Aug 22 18:00:29 UTC 2025
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  3. Hashing feature transformation using Totally Ra...

    RandomTreesEmbedding provides a way to map data to a very high-dimensional, sparse representation, which might be beneficial for classification. The mapping is completely unsupervised and very effi...
    scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_embedding.html
    Fri Aug 22 18:00:32 UTC 2025
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  4. Comparing randomized search and grid search for...

    Compare randomized search and grid search for optimizing hyperparameters of a linear SVM with SGD training. All parameters that influence the learning are searched simultaneously (except for the nu...
    scikit-learn.org/stable/auto_examples/model_selection/plot_randomized_search.html
    Fri Aug 22 18:00:34 UTC 2025
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  5. 2.7. Novelty and Outlier Detection — scikit-lea...

    Many applications require being able to decide whether a new observation belongs to the same distribution as existing observations (it is an inlier), or should be considered as different (it is an ...
    scikit-learn.org/stable/modules/outlier_detection.html
    Fri Aug 22 18:00:33 UTC 2025
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  6. make_sparse_coded_signal — scikit-learn 1.7.1 d...

    Gallery examples: Orthogonal Matching Pursuit
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_sparse_coded_signal.html
    Fri Aug 22 18:00:29 UTC 2025
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  7. precision_recall_fscore_support — scikit-learn ...

    Skip to main content Back to top Ctrl + K GitHub Choose version precision_recall_fscore_support # sklearn.metrics. pr...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html
    Fri Aug 22 18:00:34 UTC 2025
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  8. normalized_mutual_info_score — scikit-learn 1.7...

    Gallery examples: Adjustment for chance in clustering performance evaluation
    scikit-learn.org/stable/modules/generated/sklearn.metrics.normalized_mutual_info_score.html
    Fri Aug 22 18:00:34 UTC 2025
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  9. reconstruct_from_patches_2d — scikit-learn 1.7....

    Gallery examples: Image denoising using dictionary learning
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.reconstruct_from_patch...
    Fri Aug 22 18:00:29 UTC 2025
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  10. Building Elasticsearch APIs with FastAPI - Elas...

    Below is a sample document: First, we need to install...easier to read, maintain, and document. However, strict typing and...
    www.elastic.co/search-labs/blog/elasticsearch-fastapi
    Tue Jul 29 00:54:20 UTC 2025
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