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  1. Using KBinsDiscretizer to discretize continuous...

    linewidth = 2 , color = "green" , linestyle = "-" , label = "linear...linewidth = 2 , color = "red" , linestyle = ":" , label = "decision...
    scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization.html
    Thu Jul 03 11:42:05 UTC 2025
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  2. Visualizing the probabilistic predictions of a ...

    low =- 1 , high = 1 , size = ( n_samples , 2 )), columns = feature_names...noise = rng . normal ( loc = 0 , scale = 0.1 , size = ( n_samples...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html
    Thu Jul 03 11:42:05 UTC 2025
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  3. TimeSeriesSplit — scikit-learn 1.7.0 documentation

    TimeSeriesSplit(gap=0, max_train_size=None, n_splits=5, test_size=None) >>>...n_splits = 5 , * , max_train_size = None , test_size = None , gap...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html
    Thu Jul 03 11:42:05 UTC 2025
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  4. Feature agglomeration vs. univariate selection ...

    n_samples = 200 size = 40 # image size roi_size = 15 snr = 5.0 np...sigma = 1.0 ) . ravel () X -= X . mean ( axis = 0 ) X /= X . std...
    scikit-learn.org/stable/auto_examples/cluster/plot_feature_agglomeration_vs_univariate_selection....
    Thu Jul 03 11:42:05 UTC 2025
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  5. MiniBatchDictionaryLearning — scikit-learn 1.7....

    n_components = None , * , alpha = 1 , max_iter = 1000 , fit_algorithm...fit_algorithm = 'lars' , n_jobs = None , batch_size = 256 , shuffle...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html
    Thu Jul 03 11:42:06 UTC 2025
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  6. Agglomerative clustering with different metrics...

    lines = plt . plot ( X [ y == l ] . T , c = color , alpha = 0.5...i , j ] = pairwise_distances ( X [ y == i ], X [ y == j ], metric...
    scikit-learn.org/stable/auto_examples/cluster/plot_agglomerative_clustering_metrics.html
    Thu Jul 03 11:42:05 UTC 2025
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  7. Simple 1D Kernel Density Estimation — scikit-le...

    if x == 0 : return "0" elif x == 1 : return "h" elif x == - 1...( left = 0.05 , right = 0.95 , hspace = 0.05 , wspace = 0.05 )...
    scikit-learn.org/stable/auto_examples/neighbors/plot_kde_1d.html
    Thu Jul 03 11:42:05 UTC 2025
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  8. type_of_target — scikit-learn 1.7.0 documentation

    input_name = '' , raise_unknown = False ) [source] #...matrix. input_name str, default=”” The data name used to construct...
    scikit-learn.org/stable/modules/generated/sklearn.utils.multiclass.type_of_target.html
    Thu Jul 03 11:42:06 UTC 2025
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  9. Compressive sensing: tomography reconstruction ...

    hspace = 0.01 , wspace = 0.01 , top = 1 , bottom = 0 , left = 0 ,...x , dx = 1 , orig = 0 ): x = np . ravel ( x ) floor_x = np . floor...
    scikit-learn.org/stable/auto_examples/applications/plot_tomography_l1_reconstruction.html
    Thu Jul 03 11:42:06 UTC 2025
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  10. plot_release_highlights_1_7_0.rst.txt

    y: ========== Release Highlights for scikit-learn 1.7 ==========...========== .. currentmodule:: sklearn We are pleased to announce the...
    scikit-learn.org/stable/_sources/auto_examples/release_highlights/plot_release_highlights_1_7_0.r...
    Thu Jul 03 11:42:05 UTC 2025
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