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  1. NMF — scikit-learn 1.7.1 documentation

    random_state = None , alpha_W = 0.0 , alpha_H = 'same' , l1_ratio = 0.0...n_components = 'auto' , * , init = None , solver = 'cd' , beta_loss...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Mon Aug 25 13:49:19 UTC 2025
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  2. Dimensionality Reduction with Neighborhood Comp...

    n_neighbors = 3 random_state = 0 # Load Digits dataset X , y = datasets...stratify = y , random_state = random_state ) dim = len ( X [ 0 ])...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html
    Mon Aug 25 13:49:19 UTC 2025
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  3. oas — scikit-learn 1.7.1 documentation

    >>> X = rng . multivariate_normal ( mean = [ 0 , 0 ], cov = real_cov...>>> rng = np . random . RandomState ( 0 ) >>> real_cov = [[ .8...
    scikit-learn.org/stable/modules/generated/oas-function.html
    Mon Aug 25 13:49:24 UTC 2025
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  4. Debugging Azure Networking for Elastic Cloud Se...

    ENV{INTERFACE}=="en*", ENV{ID_NET_DRIVER}=="mlx5_core", RUN+="/sbin/ethtool...--colors=java --hash --title=aks-k8s-node-1 --width=1440 --minwidth=0.005...
    www.elastic.co/observability-labs/blog/debugging-aks-packet-loss
    Tue Aug 26 01:09:20 UTC 2025
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  5. Biclustering documents with the Spectral Co-clu...

    stop_words = "english" , min_df = 5 ) cocluster = SpectralCoclustering...random_state = 0 ) kmeans = MiniBatchKMeans ( n_clusters = len ( categories...
    scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html
    Mon Aug 25 13:49:18 UTC 2025
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  6. lasso_path — scikit-learn 1.7.1 documentation

    precompute = 'auto' , Xy = None , copy_X = True , coef_init = None...y , * , eps = 0.001 , n_alphas = 100 , alphas = None , precompute...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lasso_path.html
    Mon Aug 25 13:49:18 UTC 2025
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  7. SparseCoder — scikit-learn 1.7.1 documentation

    transform_alpha = None , split_sign = False , n_jobs = None , positive_code...default=None If algorithm='lasso_lars' or algorithm='lasso_cd'...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparseCoder.html
    Mon Aug 25 13:49:18 UTC 2025
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  8. Regularization path of L1- Logistic Regression ...

    classification X = X [ y != 2 ] y = y [ y != 2 ] Compute regularization...datasets iris = datasets . load_iris () X = iris . data y = iris . target...
    scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html
    Mon Aug 25 13:49:19 UTC 2025
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  9. LLM observability with Elastic: Taming the LLM ...

    hallucinations: ========== Guardrail Assessment ========== **Model Response:**...: 0.03 (Threshold: 0.99) ========== Here, the Grounding Score...
    www.elastic.co/observability-labs/blog/llm-observability-amazon-bedrock-guardrails
    Fri Aug 01 01:15:44 UTC 2025
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  10. img_to_graph — scikit-learn 1.7.1 documentation

    mask=None , return_as=<class 'scipy.sparse._coo.coo_matrix'>...width, channel), dtype=bool, default=None An optional mask of...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.img_to_graph.html
    Mon Aug 25 13:49:18 UTC 2025
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