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  1. fetch_lfw_people — scikit-learn 1.6.1 documenta...

    Added in version 1.5. delay float, default=1.0 Number of seconds...False , n_retries = 3 , delay = 1.0 ) [source] # Load the Labeled...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_lfw_people.html
    Mon Apr 21 17:07:39 UTC 2025
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  2. Plot Ridge coefficients as a function of the re...

    Hilbert matrix X = 1.0 / ( np . arange ( 1 , 11 ) + np . arange...set_xlim ( ax . get_xlim ()[:: - 1 ]) # reverse axis plt . xlabel...
    scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html
    Mon Apr 21 17:07:39 UTC 2025
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  3. cross_val_predict — scikit-learn 1.6.1 document...

    means 1 unless in a joblib.parallel_backend context. -1 means...GroupKFold ). Changed in version 1.4: groups can only be passed if...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_predict.html
    Mon Apr 21 17:07:39 UTC 2025
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  4. Image denoising using kernel PCA — scikit-learn...

    4 of [ 1 ] . References # Authors: The...pixel values are in the range (0, 1). import numpy as np from sklearn.datasets...
    scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html
    Mon Apr 21 17:07:39 UTC 2025
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  5. Permutation Importance with Multicollinear or C...

    subplots ( 1 , 2 , figsize = ( 12 , 8 )) mdi_importances...ax1 , ax2 ) = plt . subplots ( 1 , 2 , figsize = ( 12 , 8 )) corr...
    scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html
    Mon Apr 21 17:07:39 UTC 2025
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  6. Frozen Estimators — scikit-learn 1.6.1 document...

    Examples concerning the sklearn.frozen module. Examples of Using FrozenEstimator
    scikit-learn.org/stable/auto_examples/frozen/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  7. Nearest Neighbors — scikit-learn 1.6.1 document...

    Examples concerning the sklearn.neighbors module. Approximate nearest neighbors in TSNE Caching nearest neighbors Comparing Nearest Neighbors with and without Neighborhood Components Analysis Dimen...
    scikit-learn.org/stable/auto_examples/neighbors/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  8. Cross decomposition — scikit-learn 1.6.1 docume...

    Examples concerning the sklearn.cross_decomposition module. Compare cross decomposition methods Principal Component Regression vs Partial Least Squares Regression
    scikit-learn.org/stable/auto_examples/cross_decomposition/index.html
    Mon Apr 21 17:07:39 UTC 2025
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  9. l1_min_c — scikit-learn 1.6.1 documentation

    intercept_scaling = 1.0 ) [source] # Return the lowest...intercept_scaling float, default=1.0 When fit_intercept is True,...
    scikit-learn.org/stable/modules/generated/sklearn.svm.l1_min_c.html
    Mon Apr 21 17:07:40 UTC 2025
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  10. extract_patches_2d — scikit-learn 1.6.1 documen...

    max_patches is a float between 0 and 1, it is taken to be a proportion...patches: >>> print ( patches [ 1 ]) [[[174 201 231] [174 201 231]]...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.extract_patches_2d.html
    Mon Apr 21 17:07:39 UTC 2025
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