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  1. HistGradientBoostingClassifier — scikit-learn 1...

    that categorical values of 1.0 and 1 are treated as the same category....version 1.4: Added "from_dtype" option. Changed in version 1.6: The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html
    Mon Oct 20 15:12:26 UTC 2025
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  2. ElasticNetCV — scikit-learn 1.7.2 documentation

    l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...(i.e. Ridge), as in [.1, .5, .7, .9, .95, .99, 1] . eps float, default=1e-3...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNetCV.html
    Mon Oct 20 15:12:26 UTC 2025
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  3. PowerTransformer — scikit-learn 1.7.2 documenta...

    data )) [[-1.316 -0.707] [ 0.209 -0.707] [ 1.106 1.414]] fit (...= ( X * lambda_ + 1 ) ** ( 1 / lambda_ ) - 1 elif X < 0 and lambda_...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PowerTransformer.html
    Mon Oct 20 15:12:26 UTC 2025
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  4. SparseCoder — scikit-learn 1.7.2 documentation

    1 , 0 ], ... [ - 1 , - 1 , 2 ], ... [ 1 , 1 , 1 ], ......>>> X = np . array ([[ - 1 , - 1 , - 1 ], [ 0 , 0 , 3 ]]) >>> dictionary...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparseCoder.html
    Mon Oct 20 15:12:26 UTC 2025
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  5. Lasso — scikit-learn 1.7.2 documentation

    1 ) >>> clf . fit ([[ 0 , 0 ], [ 1 , 1 ], [ 2 , 2...* || W || _11 where \(||W||_{1,1}\) is the sum of the magnitude...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html
    Mon Oct 20 15:12:26 UTC 2025
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  6. NMF — scikit-learn 1.7.2 documentation

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...n\_samples * ||vec(H)||_1\\ &+ 0.5 * alpha\_W * (1 - l1\_ratio) * n\_features...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.NMF.html
    Mon Oct 20 15:12:26 UTC 2025
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  7. StratifiedShuffleSplit — scikit-learn 1.7.2 doc...

    array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [...np . array ([ 0 , 0 , 0 , 1 , 1 , 1 ]) >>> sss = StratifiedShuffleSpl...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedShuffleSplit.html
    Mon Oct 20 15:12:26 UTC 2025
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  8. LabelEncoder — scikit-learn 1.7.2 documentation

    classes_ array([1, 2, 6]) >>> le . transform ([ 1 , 1 , 2 , 6 ]) array([0,...array([0, 0, 1, 2]...) >>> le . inverse_transform ([ 0 , 0 , 1 , 2 ])...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelEncoder.html
    Mon Oct 20 15:12:26 UTC 2025
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  9. BallTree — scikit-learn 1.7.2 documentation

    query ( X [: 1 ], k = 3 ) >>> print ( ind ) #...indices of 3 closest neighbors [0 3 1] >>> print ( dist ) # distances...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.BallTree.html
    Mon Oct 20 15:12:26 UTC 2025
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  10. LinearRegression — scikit-learn 1.7.2 documenta...

    ([[ 1 , 1 ], [ 1 , 2 ], [ 2 , 2 ], [ 2 , 3 ]]) >>> # y = 1 * x_0...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html
    Mon Oct 20 15:12:26 UTC 2025
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