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  1. Matern — scikit-learn 1.7.1 documentation

    kernel = 1.0 * Matern ( length_scale = 1.0 , nu = 1.5 ) >>> gpc...length_scale = 1.0 , length_scale_bounds = (1e-05, 100000.0) , nu = 1.5 )...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Matern.html
    Fri Jul 18 16:24:01 UTC 2025
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  2. KMeans — scikit-learn 1.7.1 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Clustering...X = np . array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html
    Fri Jul 18 16:24:00 UTC 2025
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  3. CountVectorizer — scikit-learn 1.7.1 documentation

    [[0 1 1 1 0 0 1 0 1] [0 2 0 1 0 1 1 0 1] [1 0 0 1 1 0 1 1 1] [0...[[0 0 1 1 0 0 1 0 0 0 0 1 0] [0 1 0 1 0 1 0 1 0 0 1 0 0] [1 0 0...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html
    Fri Jul 18 16:24:00 UTC 2025
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  4. RidgeCV — scikit-learn 1.7.1 documentation

    1, 1.0, 10.0) , * , fit_intercept...shape (n_alphas,), default=(0.1, 1.0, 10.0) Array of alpha values...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeCV.html
    Fri Jul 18 16:24:01 UTC 2025
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  5. DecisionTreeRegressor — scikit-learn 1.7.1 docu...

    1: monotonic increase 0: no constraint -1: monotonic...min_samples_split = 2 , min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0...
    scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html
    Fri Jul 18 16:24:00 UTC 2025
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  6. NearestNeighbors — scikit-learn 1.7.1 documenta...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) radius_neighbors...() array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) set_params...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html
    Fri Jul 18 16:24:01 UTC 2025
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  7. LabelBinarizer — scikit-learn 1.7.1 documentation

    array([[1, 0, 0], [0, 1, 0], [0, 0, 1], [0, 1, 0]]) fit ( y ) [source]...array([1, 2, 4, 6]) >>> lb . transform ([ 1 , 6 ]) array([[1, 0,...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelBinarizer.html
    Fri Jul 18 16:24:00 UTC 2025
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  8. Normalizer — scikit-learn 1.7.1 documentation

    1 , 2 , 2 ], ... [ 1 , 3 , 9 , 3 ], ... [...0.4, 0.4], [0.1, 0.3, 0.9, 0.3], [0.5, 0.7, 0.5, 0.1]]) fit ( X...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.Normalizer.html
    Fri Jul 18 16:24:01 UTC 2025
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  9. FixedThresholdClassifier — scikit-learn 1.7.1 d...

    y_true is in {-1, 1} or {0, 1} , pos_label is set to 1, otherwise...... n_samples = 1_000 , weights = [ 0.9 , 0.1 ], class_sep = 0.8...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.FixedThresholdClassifier.html
    Fri Jul 18 16:24:00 UTC 2025
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  10. SparsePCA — scikit-learn 1.7.1 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...n_components = None , * , alpha = 1 , ridge_alpha = 0.01 , max_iter...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparsePCA.html
    Fri Jul 18 16:24:00 UTC 2025
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