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  1. SplineTransformer — scikit-learn 1.8.0 do...

    n_splines=n_knots + degree - 1 ( n_knots - 1 for extrapolation="periodic"...degree - 1 for non-periodic splines and n_knots - 1 for periodic...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.SplineTransformer.html
    Mon Dec 15 15:02:31 GMT 2025
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  2. top_k_accuracy_score — scikit-learn 1.8.0...

    The best performance is 1 with normalize == True and the...>>> y_true = np . array ([ 0 , 1 , 2 , 2 ]) >>> y_score...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.top_k_accuracy_score.html
    Mon Dec 15 15:02:33 GMT 2025
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  3. GroupKFold — scikit-learn 1.8.0 documenta...

    index=[0 1 4 5], group=[0 0 3 3] Fold 1: Train: index=[0 1 4 5],...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 On this...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html
    Mon Dec 15 15:02:31 GMT 2025
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  4. LocallyLinearEmbedding — scikit-learn 1.8...

    > n_components * (1 + (n_components + 1) / 2 . see reference...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html
    Mon Dec 15 15:02:31 GMT 2025
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  5. MiniBatchDictionaryLearning — scikit-lear...

    1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...heuristics. Added in version 1.1. fit_algorithm {‘lars’, ‘cd’},...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html
    Mon Dec 15 15:02:33 GMT 2025
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  6. as_float_array — scikit-learn 1.8.0 docum...

    Added in version 1.6: force_all_finite was renamed...array = np . array ([ 0 , 0 , 1 , 2 , 2 ], dtype = np . int64...
    scikit-learn.org/stable/modules/generated/sklearn.utils.as_float_array.html
    Mon Dec 15 15:02:31 GMT 2025
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  7. HistGradientBoostingClassifier — scikit-l...

    that categorical values of 1.0 and 1 are treated as the same category....integer values: 1: monotonic increase 0: no constraint -1: monotonic...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Mon Dec 15 15:02:31 GMT 2025
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  8. KernelPCA — scikit-learn 1.8.0 documentation

    coef0 = 1 , kernel_params = None , alpha = 1.0 , fit_inverse_transform...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html
    Mon Dec 15 15:02:33 GMT 2025
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  9. ARDRegression — scikit-learn 1.8.0 docume...

    [ 1 , 1 ], [ 2 , 2 ]], [ 0 , 1 , 2 ]) ARDRegression()...>>> clf . predict ([[ 1 , 1 ]]) array([1.]) Comparing Linear Bayesian...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html
    Mon Dec 15 15:02:33 GMT 2025
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  10. HashingVectorizer — scikit-learn 1.8.0 do...

    ngram_range of (1, 1) means only unigrams, (1, 2) means unigrams...\\w\\w+\\b' , ngram_range=(1 , 1) , analyzer='word' , n_features=1048576...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html
    Mon Dec 15 15:02:31 GMT 2025
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