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  1. SGDRegressor — scikit-learn 1.7.2 documen...

    <= 1. l1_ratio=0 corresponds to L2 penalty, l1_ratio=1 to L1....True , verbose = 0 , epsilon = 0.1 , random_state = None , learning_rate...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html
    Wed Nov 26 04:38:21 GMT 2025
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  2. permutation_test_score — scikit-learn 1.7...

    p-value is 1/(n_permutations + 1), the worst is 1.0. Notes This...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.permutation_test_score.html
    Wed Nov 26 14:18:54 GMT 2025
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  3. MinMaxScaler — scikit-learn 1.7.2 documen...

    data = [[ - 1 , 2 ], [ - 0.5 , 6 ], [ 0 , 10 ], [ 1 , 18 ]] >>>...0. ] [0.25 0.25] [0.5 0.5 ] [1. 1. ]] >>> print ( scaler...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html
    Wed Nov 26 14:18:54 GMT 2025
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  4. GroupKFold — scikit-learn 1.7.2 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
    Wed Nov 26 14:18:54 GMT 2025
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  5. BaggingRegressor — scikit-learn 1.7.2 doc...

    max_samples = 1.0 , max_features = 1.0 , bootstrap = True...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.BaggingRegressor.html
    Wed Nov 26 04:38:21 GMT 2025
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  6. ARDRegression — scikit-learn 1.7.2 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
    Wed Nov 26 10:14:02 GMT 2025
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  7. 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
    Wed Nov 26 04:38:21 GMT 2025
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  8. CalibrationDisplay — scikit-learn 1.7.2 d...

    pos_label is set to 1. Added in version 1.1. name str, default=None...estimators.classes_[1] when using from_estimator and set to 1 when using...
    scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibrationDisplay.html
    Wed Nov 26 14:18:54 GMT 2025
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  9. 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
    Wed Nov 26 14:18:54 GMT 2025
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  10. HashingVectorizer — scikit-learn 1.7.2 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
    Wed Nov 26 04:38:21 GMT 2025
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