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  1. LabelPropagation — scikit-learn 1.7.2 documenta...

    Skip to main content Back to top Ctrl + K GitHub Choose version LabelPropagation # class sklearn.semi_supervised. Lab...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelPropagation.html
    Tue Sep 23 15:14:21 UTC 2025
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  2. 1.5. Stochastic Gradient Descent — scikit-learn...

    \(L_2\) norm: \(R(w) := \frac{1}{2} \sum_{j=1}^{m} w_j^2 = ||w||_2^2\)...values: >>> clf . predict ([[ 2. , 2. ]]) array([1]) SGD fits a...
    scikit-learn.org/stable/modules/sgd.html
    Tue Sep 23 15:14:21 UTC 2025
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  3. Approximate nearest neighbors in TSNE — scikit-...

    random_state = 2 ) return X [: n_samples ] / 255...astype ( np . int32 ), alpha = 0.2 , cmap = plt . cm . viridis ,...
    scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html
    Tue Sep 23 15:14:21 UTC 2025
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  4. 1.16. Probability calibration — scikit-learn 1....

    reliability diagrams (Wilks 1995 [ 2 ] ), compare how well the probabilistic...in this dataset which contains 2 redundant features. RandomForestClassifi...
    scikit-learn.org/stable/modules/calibration.html
    Tue Sep 23 15:14:21 UTC 2025
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  5. column_or_1d — scikit-learn 1.7.2 documentation

    2. warn bool, default=False To control...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.column_or_1d.html
    Tue Sep 23 15:14:21 UTC 2025
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  6. Release Highlights for scikit-learn 0.24 — scik...

    2. From 1.2, use # PartialDependenceDis..."min_samples_split" : randint ( 2 , 11 ), "bootstrap" : [ True ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_24_0.html
    Tue Sep 23 15:14:21 UTC 2025
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  7. Version 1.4 — scikit-learn 1.7.2 documentation

    2 # April 2024 This release only...only includes support for numpy 2. Version 1.4.1 # February 2024...
    scikit-learn.org/stable/whats_new/v1.4.html
    Sun Sep 21 07:22:51 UTC 2025
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  8. SparseRandomProjection — scikit-learn 1.7.2 doc...

    pdf [ 2 ] D. Achlioptas, 2001, “Database-friendly...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html
    Tue Sep 23 15:14:21 UTC 2025
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  9. make_multilabel_classification — scikit-learn 1...

    n_labels = 2 , length = 50 , allow_unlabeled...problem. n_labels int, default=2 The average number of labels per...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_multilabel_classification.html
    Tue Sep 23 15:14:21 UTC 2025
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  10. Image denoising using dictionary learning — sci...

    2 , 2 ) difference = image - reference...Pursuit \n 2 atoms" , "omp" , { "transform_n_nonzero_coefs" : 2 }),...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Tue Sep 23 15:14:23 UTC 2025
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