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  1. CategoricalNB — scikit-learn 1.7.0 documentation

    Added in version 1.2. Changed in version 1.4: The default value... CategoricalNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.CategoricalNB.html
    Fri Jun 06 09:13:46 UTC 2025
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  2. ParameterGrid — scikit-learn 1.7.0 documentation

    [{ 'a' : 1 , 'b' : True }, { 'a' : 1 , 'b' : False },...( grid )[ 1 ] == { 'kernel' : 'rbf' , 'gamma' : 1 } True On this...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterGrid.html
    Fri Jun 06 09:13:47 UTC 2025
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  3. RationalQuadratic — scikit-learn 1.7.0 document...

    RationalQuadratic ( length_scale = 1.0 , alpha = 1.0 , length_scale_bounds...RationalQuadratic ( length_scale = 1.0 , alpha = 1.5 ) >>> gpc = GaussianProcessClass...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html
    Fri Jun 06 09:13:47 UTC 2025
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  4. KFold — scikit-learn 1.7.0 documentation

    3] Test: index=[0 1] Fold 1: Train: index=[0 1] Test: index=[2...X = np . array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]])...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html
    Fri Jun 06 09:13:47 UTC 2025
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  5. GaussianProcessClassifier — scikit-learn 1.7.0 ...

    1, 3.2, and 5.1 from [RW2006] . Internally,...None is passed, the kernel “1.0 * RBF(1.0)” is used as default. Note...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessClassifier.html
    Fri Jun 06 09:13:47 UTC 2025
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  6. Compare cross decomposition methods — scikit-le...

    [[ 1. 0.45 -0.04 0. ] [ 0.45 1. -0.1 -0.02] [-0.04 -0.1 1. 0.42]...-0.02 0.42 1. ]] Corr(Y) [[ 1. 0.48 -0.12 -0.05] [ 0.48 1. 0.07 0.04]...
    scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html
    Fri Jun 06 09:13:47 UTC 2025
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  7. OneToOneFeatureMixin — scikit-learn 1.7.0 docum...

    This mixin assumes there’s a 1-to-1 correspondence between input...shape [ 1 ] ... return self >>> X = np . array ([[ 1 , 2 ], [...
    scikit-learn.org/stable/modules/generated/sklearn.base.OneToOneFeatureMixin.html
    Fri Jun 06 09:13:46 UTC 2025
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  8. ParameterSampler — scikit-learn 1.7.0 documenta...

    'a' : 1 }, ... { 'b' : 0.923223 , 'a' : 1 }, ... { 'b' : 1.878964...0 ) >>> param_grid = { 'a' :[ 1 , 2 ], 'b' : expon ()} >>> param_list...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterSampler.html
    Fri Jun 06 09:13:47 UTC 2025
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  9. SparsePCA — scikit-learn 1.7.0 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 Jun 06 09:13:47 UTC 2025
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  10. 7. Dataset transformations — scikit-learn 1.7.0...

    1. Pipelines and composite estimators 7.1.1. Pipeline:...estimators 7.1.2. Transforming target in regression 7.1.3. FeatureUnion:...
    scikit-learn.org/stable/data_transforms.html
    Fri Jun 06 09:13:48 UTC 2025
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