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  1. Older Versions — scikit-learn 1.8.0 docum...

    flyingimmidev 2 Francois Savard 2 Hannes Schulz 2 Peter Welinder 2 Yaroslav...Losi 2 Charles McCarthy 2 Roy Hyunjin Han 2 Scott White 2 ibayer...
    scikit-learn.org/stable/whats_new/older_versions.html
    Mon Dec 15 15:02:30 GMT 2025
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  2. Understanding the decision tree structure &#821...

    3] = 2.4) > 0.800000011920929) decision node 2 : (X_test[0,...min_samples_split: int or float, default=2 The minimum number of samples...
    scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html
    Mon Dec 22 11:58:29 GMT 2025
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  3. Concatenating multiple feature extraction metho...

    0s [CV 2/5; 2/18] START features__pca__n_components=1,...features__univ_select__k=1, svm__C=1 [CV 2/5; 2/18] END features__pca__n_components=1,...
    scikit-learn.org/stable/auto_examples/compose/plot_feature_union.html
    Mon Dec 22 11:58:29 GMT 2025
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  4. Manifold learning on handwritten digits: Locall...

    zorder = 2 , ) shown_images = np . array...(( X [ i ] - shown_images ) ** 2 , 1 ) if np . min ( dist ) <...
    scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html
    Mon Dec 22 11:58:29 GMT 2025
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  5. LocalOutlierFactor — scikit-learn 1.8.0 d...

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which..., metric = 'minkowski' , p = 2 , metric_params = None , contamination...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.LocalOutlierFactor.html
    Mon Dec 22 11:58:31 GMT 2025
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  6. Multiclass Receiver Operating Characteristic (R...

    This can be done in 2 different ways: the One-vs-Rest...linearly separable from the other 2; the latter are not linearly separable...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Mon Dec 22 11:58:29 GMT 2025
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  7. DotProduct — scikit-learn 1.8.0 documenta...

    \sigma_0^2)\) on the bias. The DotProduct...of the kernel. For \(\sigma_0^2 =0\) , the kernel is called the...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.DotProduct.html
    Mon Dec 22 11:58:31 GMT 2025
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  8. Agglomerative clustering with different metrics...

    waveforms (waveform 1 and waveform 2) are proportional one to the other....not separate out waveform 1 and 2. We add observation noise to these...
    scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering_metrics.html
    Mon Dec 22 11:58:30 GMT 2025
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  9. roc_curve — scikit-learn 1.8.0 documentation

    2 , 2 ]) >>> scores = np...Returns : fpr ndarray of shape (>2,) Increasing false positive rates...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html
    Mon Dec 22 11:58:31 GMT 2025
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  10. 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 Dec 22 11:58:30 GMT 2025
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