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  1. Version 1.7 — scikit-learn 1.7.2 document...

    #31559 Version 1.7.1 # July 2025 sklearn.base # Fix...use n_init=1 by default, starting from version 1.9. By Dmitry...
    scikit-learn.org/stable/whats_new/v1.7.html
    Wed Nov 19 04:33:04 GMT 2025
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  2. Elasticsearch for Apache Hadoop version 8.1.1 |...

    1.1 ES-Hadoop 8.1.1 is a version compatibility...Elasticsearch 8.1.1. « Elasticsearch for Apache Hadoop version 8.1.2 Elasticsearch...
    www.elastic.co/guide/en/elasticsearch/hadoop/8.19/eshadoop-8.1.1.html
    Mon Oct 20 16:31:51 GMT 2025
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  3. 5.1. Partial Dependence and Individual Conditio...

    1.1. Partial dependence plots # Partial..., learning_rate = 1.0 , ... max_depth = 1 , random_state = 0...
    scikit-learn.org/stable/modules/partial_dependence.html
    Sat Nov 15 10:03:27 GMT 2025
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  4. 1.2. Linear and Quadratic Discriminant Analysis...

    equal to \(\frac{1}{n - 1} X_k^tX_k = \frac{1}{n - 1} V S^2 V^t\)...\frac{1}{(2\pi)^{d/2} |\Sigma_k|^{1/2}}\exp\left(-\frac{1}{2} (x-\mu_k)^t...
    scikit-learn.org/stable/modules/lda_qda.html
    Mon Nov 17 17:38:23 GMT 2025
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  5. 1.10. Decision Trees — scikit-learn 1.7.2...

    - 1 , np . nan , 1 ]) . reshape ( - 1 , 1 ) >>>...[[ 0 , 0 ], [ 1 , 1 ]] >>> Y = [ 0 , 1 ] >>>...
    scikit-learn.org/stable/modules/tree.html
    Sat Nov 15 10:03:27 GMT 2025
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  6. 1.13. Feature selection — scikit-learn 1....

    1], [1, 0], [0, 0], [1, 1], [1, 0], [1, 1]]) As expected,...0 , 0 , 1 ], [ 0 , 1 , 0 ], [ 1 , 0 , 0 ], [ 0 , 1 , 1 ], [ 0...
    scikit-learn.org/stable/modules/feature_selection.html
    Wed Nov 19 04:33:03 GMT 2025
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  7. 8.1. Toy datasets — scikit-learn 1.7.2 do...

    length: 1.0 6.9 3.76 1.76 0.9490 (high!) petal width: 0.1 2.5 1.20...0.41 3.58 1.59 0.57 Colour Intensity: 1.3 13.0 5.1 2.3 Hue: 0.48...
    scikit-learn.org/stable/datasets/toy_dataset.html
    Sat Nov 15 10:03:27 GMT 2025
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  8. 1.16. Probability calibration — scikit-le...

    model [ 4 ] : \[p(y_i = 1 | f_i) = \frac{1}{1 + \exp(A f_i + B)} \,,\]...e.g. using many more features. 1.16.1. Calibration curves # Calibration...
    scikit-learn.org/stable/modules/calibration.html
    Sat Nov 15 10:03:27 GMT 2025
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  9. 1.14. Semi-supervised learning — scikit-l...

    1.14.1. Self Training # This self-training...Ctrl + K GitHub Choose version 1.14. Semi-supervised learning #...
    scikit-learn.org/stable/modules/semi_supervised.html
    Mon Nov 17 17:38:24 GMT 2025
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  10. Release Highlights for scikit-learn 1.0 —...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...import make_pipeline y = [ 1 , 0 , 1 ] pipe = make_pipeline ( preprocessor...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_0_0.html
    Wed Nov 19 04:33:04 GMT 2025
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