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  1. RandomizedSearchCV — scikit-learn 1.8.0 d...

    means 1 unless in a joblib.parallel_backend context. -1 means...… rank_test_score ‘rbf’ 0.1 0.80 … 1 ‘rbf’ 0.2 0.84 … 3 ‘rbf’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html
    Mon Dec 29 13:14:48 GMT 2025
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  2. TargetEncoder — scikit-learn 1.8.0 docume...

    1 ] * 15 + [ 20.4 ] * 5 + [ 20.1 ] * 25 + [ 21.2...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 On this...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.TargetEncoder.html
    Mon Dec 29 13:14:49 GMT 2025
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  3. KernelDensity — scikit-learn 1.8.0 docume...

    log_density array([-1.52955942, -1.51462041, -1.60244657]) fit (...KernelDensity ( * , bandwidth = 1.0 , algorithm = 'auto' , kernel...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html
    Mon Dec 29 13:14:48 GMT 2025
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  4. Ridge — scikit-learn 1.8.0 documentation

    Ridge ( alpha = 1.0 , * , fit_intercept = True ,...shape (n_targets,)}, default=1.0 Constant that multiplies the...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.Ridge.html
    Mon Dec 29 13:14:49 GMT 2025
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  5. affinity_propagation — scikit-learn 1.8.0...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...>>> labels array([0, 0, 0, 1, 1, 1]) Gallery examples # Visualizing...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.affinity_propagation.html
    Mon Dec 29 13:14:48 GMT 2025
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  6. GaussianProcessRegressor — scikit-learn 1...

    ConstantKernel(1.0, constant_value_bounds="fixed") * RBF(1.0, ...implementation is based on Algorithm 2.1 of [RW2006] . In addition to standard...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html
    Mon Dec 29 13:14:48 GMT 2025
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  7. cross_validate — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.4 Release Highlights for scikit-learn 1.4 Release...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html
    Mon Dec 29 13:14:48 GMT 2025
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  8. check_estimator — scikit-learn 1.8.0 docu...

    scikit-learn 1.6 Release Highlights for scikit-learn 1.6 On this...specific category. Added in version 1.6. expected_failed_checks dict,...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html
    Mon Dec 29 13:14:48 GMT 2025
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  9. FunctionTransformer — scikit-learn 1.8.0 ...

    Added in version 1.1. kw_args dict, default=None Dictionary...) array([[0. , 0.6931], [1.0986, 1.3862]]) fit ( X , y = None...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.FunctionTransformer.html
    Mon Dec 29 13:14:49 GMT 2025
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  10. DotProduct — scikit-learn 1.8.0 documenta...

    1)\) priors on the coefficients of \(x_d (d = 1, . . ....nels. DotProduct ( sigma_0 = 1.0 , sigma_0_bounds = (1e-05, 100000.0)...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.DotProduct.html
    Mon Dec 29 13:14:48 GMT 2025
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