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  1. Spectral clustering for image segmentation &#82...

    ]) ** 2 + ( y - center1 [ 1 ]) ** 2 < radius1 ** 2 circle2...]) ** 2 + ( y - center2 [ 1 ]) ** 2 < radius2 ** 2 circle3...
    scikit-learn.org/stable/auto_examples/cluster/plot_segmentation_toy.html
    Mon Feb 23 11:19:24 GMT 2026
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  2. Normal, Ledoit-Wolf and OAS Linear Discriminant...

    centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color...
    scikit-learn.org/stable/auto_examples/classification/plot_lda.html
    Mon Feb 23 11:19:24 GMT 2026
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  3. k_means — scikit-learn 1.8.0 documentation

    2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2 ], [ 10 , 4...>>> centroid array([[10., 2.], [ 1., 2.]]) >>> label array([1,...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.k_means.html
    Mon Feb 23 17:51:57 GMT 2026
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  4. plot_release_highlights_1_8_0.py

    2, 2) x2, y2 = S_scaling.T ax2.scatter(x2,...complexity compared to # `O(n**2)` previously, which allows to...
    scikit-learn.org/stable/_downloads/2f7d0c4f8bbd7c7e4062e34c1bffe66a/plot_release_highlights_1_8_0.py
    Mon Feb 23 17:51:56 GMT 2026
      11K bytes
     
  5. PCA — scikit-learn 1.8.0 documentation

    [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...3 , 2 ]]) >>> pca = PCA ( n_components = 2 ) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html
    Mon Feb 23 17:51:57 GMT 2026
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  6. murmurhash3_32 — scikit-learn 1.8.0 docum...

    to a signed int from -(2 ** 31) to 2 ** 31 - 1 Examples >>>...to an unsigned int from 0 to 2 ** 32 - 1 False: the results is...
    scikit-learn.org/stable/modules/generated/sklearn.utils.murmurhash3_32.html
    Mon Feb 09 10:22:28 GMT 2026
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  7. d2_brier_score — scikit-learn 1.8.0 docum...

    labels = None ) [source] # \(D^2\) score function, fraction of...features. The null model gets a D^2 score of 0.0. Read more in the...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_brier_score.html
    Mon Feb 23 17:51:57 GMT 2026
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  8. dcg_score — scikit-learn 1.8.0 documentation

    log_base = 2 , sample_weight = None , ignore_ties...outputs. log_base float, default=2 Base of the logarithm used for...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.dcg_score.html
    Mon Feb 23 17:51:57 GMT 2026
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  9. Outlier detection with Local Outlier Factor (LO...

    2 ) X_inliers = np . r_ [ X_inliers + 2 , X_inliers...relative to this cluster, and 2) smaller than the maximum number...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html
    Mon Feb 23 17:51:57 GMT 2026
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  10. dict_learning_online — scikit-learn 1.8.0...

    X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...dict_learning_online ( X , n_components = 2 , * , alpha = 1 , max_iter = 100...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.dict_learning_online.html
    Mon Feb 23 17:51:57 GMT 2026
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