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  1. Gradient Boosting regularization scikit-learn...

    "learning_rate" : 0.2 , "subsample" : 1.0 }), ( "subsample=0.5" , "blue"..."subsample" : 1.0 }), ( "learning_rate=0.2" , "turquoise" , { "learning_rate"...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regularization.html
    Wed Sep 24 16:15:25 UTC 2025
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  2. Probability Calibration curves scikit-learn 1...

    0 ), ( 2 , 1 ), ( 3 , 0 ), ( 3 , 1 )] for i , ( _ , name ) in..., "Logistic" ), ( gnb , "Naive Bayes" ), ( gnb_isotonic , "Naive...
    scikit-learn.org/stable/auto_examples/calibration/plot_calibration_curve.html
    Wed Sep 24 16:15:25 UTC 2025
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  3. Comparison of the K-Means and MiniBatchKMeans c...

    = 0.98 , bottom = 0.05 , top = 0.9 ) colors = [ "#4EACC5" , "#FF9C34"...set_title ( "KMeans" ) ax . set_xticks (()) ax . set_yticks (()) plt...
    scikit-learn.org/stable/auto_examples/cluster/plot_mini_batch_kmeans.html
    Wed Sep 24 16:15:25 UTC 2025
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  4. Linear and Quadratic Discriminant Analysis with...

    np . array ([[ 0.0 , - 1.0 ], [ 2.5 , 0.7 ]]) * 2.0 cov_class_2...covariance , seed = 0 , ) covariance = np . array ([[ 0.0 , - 0.23 ],...
    scikit-learn.org/stable/auto_examples/classification/plot_lda_qda.html
    Wed Sep 24 16:15:25 UTC 2025
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  5. Decision Tree Regression with AdaBoost scikit...

    X ) . ravel () + rng . normal ( 0 , 0.1 , X . shape [ 0 ]) Training...random . RandomState ( 1 ) X = np . linspace ( 0 , 6 , 100 )[:, np...
    scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_regression.html
    Wed Sep 24 16:15:25 UTC 2025
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  6. Comparison between grid search and successive h...

    1e-2 , 1e-3 , 1e-4 , 1e-5 , 1e-6 , 1e-7 ] Cs = [ 1 , 10 , 100...set_xticks ( np . arange ( len ( Cs ))) ax . set_xticklabels ([ " {:.0E}...
    scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.html
    Wed Sep 24 16:15:26 UTC 2025
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  7. 12.1. Array API support (experimental) scikit...

    array_api_dispatch = True ): ... lda = LinearDiscriminantAn () ... X_trans =...array_api_dispatch = True ): ... lda = LinearDiscriminantAn () ... X_trans =...
    scikit-learn.org/stable/modules/array_api.html
    Wed Sep 24 16:15:24 UTC 2025
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  8. 7. Dataset transformations scikit-learn 1.7.2...

    Kernels 7.8.1. Cosine similarity 7.8.2. Linear kernel 7.8.3. Polynomial...estimators 7.1.1. Pipeline: chaining estimators 7.1.2. Transforming...
    scikit-learn.org/stable/data_transforms.html
    Wed Sep 24 16:15:26 UTC 2025
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  9. Developers Guide scikit-learn 1.7.2 document...

    optimize for speed Python, Cython or C/C++? Profiling Python code...top Ctrl + K GitHub Choose version Developers Guide # Contributing...
    scikit-learn.org/stable/developers/index.html
    Wed Sep 24 16:15:24 UTC 2025
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  10. 7.7.0 APM Breaking changes | APM Overview [7.15...

    to version 7.7. « 7.8.0 APM Breaking changes 7.6.0 APM Breaking...Attacher Breaking changes « 7.8.0 APM Breaking changes 7.6.0 APM...
    www.elastic.co/guide/en/apm/get-started/current/breaking-7.7.0.html
    Tue Nov 21 23:15:43 UTC 2023
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