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  1. Gaussian Mixture Model Sine Curve — sciki...

    eigh ( covar ) v = 2.0 * np . sqrt ( 2.0 ) * np . sqrt ( v )...mean_precision_prior = 1e-2 , covariance_prior = 1e0 * np . eye ( 2 ), init_params...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_sin.html
    Mon Jan 12 10:07:38 GMT 2026
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  2. Theil-Sen Regression — scikit-learn 1.8.0...

    Linear model y = 3*x + N(2, 0.1**2) x = np . random . randn (...Linear model y = 3*x + N(2, 0.1**2) x = np . random . randn (...
    scikit-learn.org/stable/auto_examples/linear_model/plot_theilsen.html
    Mon Jan 12 10:07:38 GMT 2026
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  3. single_source_shortest_path_length — scik...

    2: 2} >>> graph = np . ones...h ( graph , 2 ) . items ()) [(0, 1), (1, 1), (2, 0), (3, 1),...
    scikit-learn.org/stable/modules/generated/sklearn.utils.graph.single_source_shortest_path_length....
    Mon Dec 29 13:14:48 GMT 2025
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  4. sort_graph_by_row_values — scikit-learn 1...

    2. ], ... [ 1. , 2. , 0. ]]) >>>.... data array([3., 1., 3., 2., 1., 2.]) >>> X_ = sort...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.sort_graph_by_row_values.html
    Mon Jan 12 10:07:41 GMT 2026
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  5. DistanceMetric — scikit-learn 1.8.0 docum...

    HaversineDistance 2 arcsin(sqrt(sin^2(0.5*dx) + cos(x1)cos(x2)sin^2(0.5*dy)))...'euclidean' ) >>> X = [[ 1 , 2 ], [ 3 , 4 ], [ 5 , 6 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.DistanceMetric.html
    Mon Jan 12 10:07:41 GMT 2026
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  6. Image denoising using dictionary learning &#821...

    2 , 2 ) difference = image - reference...copy () distorted [:, width // 2 :] += 0.075 * np . random . randn...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Mon Jan 12 10:07:38 GMT 2026
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  7. Cluster analysis in R - IBM Developer

    diag( 2 ) * c( 2 , 1 ))) %>% mutate( class...diag( 2 ) * c( 1 , 3 ))) %>% mutate( class =factor( 2 )) cluster3...
    developer.ibm.com/tutorials/awb-cluster-analysis-in-r/
    Mon Jan 12 12:03:42 GMT 2026
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  8. compute_optics_graph — scikit-learn 1.8.0...

    2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...samples (rounded to be at least 2). max_eps float, default=np.inf...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.compute_optics_graph.html
    Mon Jan 12 10:07:38 GMT 2026
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  9. kNN search in Elasticsearch | Elastic Docs

    - 1) cosine : (2 * _score) - 1 dot_product : (2 * _score) - 1..."k": 2, "num_candidates": 2, "inner_hits":...
    www.elastic.co/docs/solutions/search/vector/knn
    Thu Jan 15 11:47:02 GMT 2026
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  10. kneighbors_graph — scikit-learn 1.8.0 doc...

    p = 2 , metric_params = None , include_self...standard Euclidean distance when p = 2. See the documentation of scipy.spatial.distance...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.kneighbors_graph.html
    Mon Jan 12 10:07:40 GMT 2026
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