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  1. Ordinary Least Squares and Ridge Regression Var...

    1 ] . T y_train = [ 0.5 , 1 ] X_test = np . c_...this_X = 0.1 * np . random . normal ( size = ( 2 , 1 )) + X_train...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge_variance.html
    Thu Jun 05 00:23:05 UTC 2025
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  2. GraphicalLassoCV — scikit-learn 1.7.0 documenta...

    means 1 unless in a joblib.parallel_backend context. -1 means...0.2 , 0.0 , 0.3 , 0.1 ], ... [ 0.0 , 0.0 , 0.1 , 0.7 ]]) >>> np...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.GraphicalLassoCV.html
    Tue Jul 01 15:59:32 UTC 2025
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  3. MultiOutputRegressor — scikit-learn 1.7.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...X [[ 0 ]]) array([[176, 35.1, 57.1]]) fit ( X , y , sample_weight...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.MultiOutputRegressor.html
    Tue Jul 01 15:59:32 UTC 2025
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  4. PatchExtractor — scikit-learn 1.7.0 documentation

    1), it is taken to mean a proportion...load_sample_images () . images [ 1 ] >>> X = X [ None , ... ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.PatchExtractor.html
    Tue Jul 01 15:59:34 UTC 2025
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  5. WhiteKernel — scikit-learn 1.7.0 documentation

    WhiteKernel ( noise_level = 1.0 , noise_level_bounds = (1e-05,...variance of this noise. \[k(x_1, x_2) = noise\_level \text{ if...
    scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.html
    Tue Jul 01 15:59:34 UTC 2025
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  6. OrthogonalMatchingPursuit — scikit-learn 1.7.0 ...

    either set to 10% of n_features or 1, whichever is greater. tol float,...either set to 10% of n_features or 1, whichever is greater. n_features_in_...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.OrthogonalMatchingPursuit.html
    Tue Jul 01 15:59:34 UTC 2025
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  7. PredictionErrorDisplay — scikit-learn 1.7.0 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
    Tue Jul 01 15:59:33 UTC 2025
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  8. MultinomialNB — scikit-learn 1.7.0 documentation

    Added in version 1.2. Changed in version 1.4: The default value... MultinomialNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...
    scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html
    Tue Jul 01 15:59:32 UTC 2025
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  9. CalibratedClassifierCV — scikit-learn 1.7.0 doc...

    means 1 unless in a joblib.parallel_backend context. -1 means...LinearSVC . Added in version 1.2. method {‘sigmoid’, ‘isotonic’},...
    scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html
    Tue Jul 01 15:59:32 UTC 2025
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  10. HalvingRandomSearchCV — scikit-learn 1.7.0 docu...

    means 1 unless in a joblib.parallel_backend context. -1 means...for a classification problem 1 when resource != 'n_samples' ‘exhaust’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingRandomSearchCV.html
    Tue Jul 01 15:59:32 UTC 2025
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