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  1. sklearn.kernel_ridge scikit-learn 1.7.1 docum...

    top Ctrl + K GitHub Choose version sklearn.kernel_ridge # Kernel...Kernel ridge regression. User guide. See the Kernel ridge regression...
    scikit-learn.org/stable/api/sklearn.kernel_ridge.html
    Sat Aug 02 00:15:36 UTC 2025
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  2. Imputing missing values before building an esti...

    make_pipeline ( RobustScaler (), imputer ) ) x_labels . append ( "KNN Imputation"...ror" , cv = N_SPLITS ) return scores . mean (), scores . std...
    scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html
    Sat Aug 02 00:15:37 UTC 2025
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  3. Effect of varying threshold for self-training ...

    random_state = 42 ) x_values = np . arange ( 0.4 , 1.05 , 0.05 ) x_values...2 , color = "b" ) ax1 . set_ylabel ( "Accuracy" , color = "b"...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_self_training_varying_threshold.html
    Sat Aug 02 00:15:35 UTC 2025
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  4. KMeans scikit-learn 1.7.1 documentation

    cluster. KMeans ( n_clusters = 8 , * , init = 'k-means++' , n_init...clustering . init {k-means++, random}, callable or array-like of...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html
    Sat Aug 02 00:15:38 UTC 2025
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  5. KNeighborsTransformer scikit-learn 1.7.1 docu...

    + 1) neighbors. algorithm {auto, ball_tree, kd_tree, brute’},...out are: ["class_name0", "class_name1", "class_name2"] . Parameters...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
    Sat Aug 02 00:15:38 UTC 2025
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  6. Label Propagation circles: Learning a complex s...

    inner , 1 ], color = "c" , marker = "s" , lw = 0 , label = "inner...labels == - 1 , 1 ], color = "darkorange" , marker = "." , label...
    scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_structure.html
    Sat Aug 02 00:15:37 UTC 2025
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  7. Bunch scikit-learn 1.7.1 documentation

    Bunch ( a = 1 , b = 2 ) >>> b [ 'b' ] 2 >>> b . b 2 >>> b . a =...KeyError. popitem ( / ) # Remove and return a (key, value) pair...
    scikit-learn.org/stable/modules/generated/sklearn.utils.Bunch.html
    Sat Aug 02 00:15:38 UTC 2025
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  8. 8.1. Toy datasets scikit-learn 1.7.1 document...

    Intelligence, Vol. PAMI-2, No. 1, 67-71. Gates, G.W. (1972) The Reduced...length: 4.3 7.9 5.84 0.83 0.7826 sepal width: 2.0 4.4 3.05 0.43 -0.4194...
    scikit-learn.org/stable/datasets/toy_dataset.html
    Sat Aug 02 00:15:36 UTC 2025
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  9. 1.16. Probability calibration scikit-learn 1....

    discriminatory power, e.g. using many more features. 1.16.1. Calibration...closer to 0 and 1 than it should. 1.16.3. Usage # The CalibratedClassifier...
    scikit-learn.org/stable/modules/calibration.html
    Sat Aug 02 00:15:38 UTC 2025
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  10. 9. Computing with scikit-learn scikit-learn 1...

    management, and configuration 9.3.1. Parallelism 9.3.2. Configuration...Computational Performance 9.2.1. Prediction Latency 9.2.2. Prediction Throughput...
    scikit-learn.org/stable/computing.html
    Sat Aug 02 00:15:37 UTC 2025
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