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  1. Normal, Ledoit-Wolf and OAS Linear Discriminant...

    centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color = "gold"...
    scikit-learn.org/stable/auto_examples/classification/plot_lda.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. plot_classifier_comparison.py

    make_classification( n_features=2, n_redundant=0, n_informative=2, random_state=1,...rng = np.random.RandomState(2) X += 2 * rng.uniform(size=X.shape)...
    scikit-learn.org/stable/_downloads/2da0534ab0e0c8241033bcc2d912e419/plot_classifier_comparison.py
    Mon Mar 23 20:39:21 UTC 2026
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  3. feature_extraction.rst.txt

    2.0986]}{\sqrt{\big(3^2 + 0^2 + 2.0986^2\big)}} = [...(one_image, (2, 2)) >>> patches.shape (9, 2, 2, 3) >>> patches[4,...
    scikit-learn.org/stable/_sources/modules/feature_extraction.rst.txt
    Tue Mar 17 03:44:36 UTC 2026
      15.4K bytes
     
  4. all_estimators — scikit-learn 1.8.0 docum...

    'tuple'> >>> estimators [: 2 ] [('ARDRegression', <class...) >>> classifiers [: 2 ] [('AdaBoostClassifier',...
    scikit-learn.org/stable/modules/generated/sklearn.utils.discovery.all_estimators.html
    Mon Feb 02 09:23:44 UTC 2026
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  5. ward_tree — scikit-learn 1.8.0 documentation

    s)^2 + \frac{|v|+|t|} {T}d(v,t)^2 - \frac{|v|} {T}d(s,t)^2}\]...array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2 ], [ 4 , 4...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.ward_tree.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. weighted_mode — scikit-learn 1.8.0 docume...

    2 , 4 , 2 ] >>> weights = [...weights ) (array([2.]), array([3.5])) The value 2 has the highest...
    scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.weighted_mode.html
    Mon Feb 02 09:23:44 UTC 2026
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  7. dict_learning_online — scikit-learn 1.8.0 docum...

    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 Mar 23 20:39:21 UTC 2026
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  8. KNeighborsTransformer — scikit-learn 1.8.0 docu...

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which..., metric = 'minkowski' , p = 2 , metric_params = None , n_jobs...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. StratifiedShuffleSplit — scikit-learn 1.8.0 doc...

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 ,...Test: index=[0 2 3] Fold 2: Train: index=[5 0 2] Test: index=[4...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html
    Mon Mar 23 20:39:20 UTC 2026
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  10. mean_gamma_deviance — scikit-learn 1.8.0 docume...

    = [ 2 , 0.5 , 1 , 4 ] >>> y_pred = [ 0.5 , 0.5 , 2. , 2. ] >>>...with the power parameter power=2 . It is invariant to scaling of...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_gamma_deviance.html
    Mon Mar 23 20:39:21 UTC 2026
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