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  1. KernelRidge — scikit-learn 1.7.1 documentation

    alpha = 1.0 ) >>> krr . fit ( X , y ) KernelRidge(alpha=1.0) fit...sklearn.kernel_ridge. KernelRidge ( alpha = 1 , * , kernel = 'linear' , gamma...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_ridge.KernelRidge.html
    Sat Aug 02 00:15:38 UTC 2025
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  2. Examples — scikit-learn 1.7.1 documentation

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.7 Release Highlights for scikit-learn 1.7 Release...
    scikit-learn.org/stable/auto_examples/index.html
    Sat Aug 02 00:15:35 UTC 2025
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  3. PLSSVD — scikit-learn 1.7.1 documentation

    1 , - 0.2 ], ... [ 0.9 , 1.1 ], ... [ 6.2 , 5.9...np . array ([[ 0. , 0. , 1. ], ... [ 1. , 0. , 0. ], ... [ 2. ,...
    scikit-learn.org/stable/modules/generated/sklearn.cross_decomposition.PLSSVD.html
    Sat Aug 02 00:15:38 UTC 2025
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  4. ComplementNB — scikit-learn 1.7.1 documentation

    Added in version 1.2. Changed in version 1.4: The default value...sklearn.naive_bayes. ComplementNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.ComplementNB.html
    Sat Aug 02 00:15:36 UTC 2025
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  5. oas — scikit-learn 1.7.1 documentation

    References [ 1 ] ( 1 , 2 ) “Shrinkage algorithms...The regularised covariance is: (1 - shrinkage) * cov + shrinkage...
    scikit-learn.org/stable/modules/generated/oas-function.html
    Sat Aug 02 00:15:38 UTC 2025
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  6. Scalable learning with polynomial kernel approx...

    original paper of Tensor Sketch [1], i.e. the algorithm implemented...[2], which was the one used in [1]. from sklearn.datasets import...
    scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html
    Sat Aug 02 00:15:37 UTC 2025
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  7. make_column_selector — scikit-learn 1.7.1 docum...

    1. , 0. , 0. ], [-1.50755672, 1. , 0. , 0. ], [-0.30151134,...[-0.30151134, 0. , 1. , 0. ], [ 0.90453403, 0. , 0. , 1. ]]) __call__...
    scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_selector.html
    Sat Aug 02 00:15:38 UTC 2025
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  8. TunedThresholdClassifierCV — scikit-learn 1.7.1...

    means 1 unless in a joblib.parallel_backend context. -1 means...... n_samples = 1_000 , weights = [ 0.9 , 0.1 ], class_sep = 0.8...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.TunedThresholdClassifierCV.html
    Sat Aug 02 00:15:38 UTC 2025
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  9. PredictionErrorDisplay — scikit-learn 1.7.1 doc...

    scikit-learn 1.2 Release Highlights for scikit-learn 1.2 On this...Evaluation Guide . Added in version 1.2. Parameters : y_true ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.PredictionErrorDisplay.html
    Sat Aug 02 00:15:38 UTC 2025
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  10. lars_path_gram — scikit-learn 1.7.1 documentation

    the case method=’lasso’ is: ( 1 / ( 2 * n_samples )) * || y -...Xw ||^ 2_2 + alpha * || w || _1 in the case of method=’lar’, the...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.lars_path_gram.html
    Sat Aug 02 00:15:38 UTC 2025
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