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  1. Version 1.7 — scikit-learn 1.8.0 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
    Mon Feb 02 09:23:44 GMT 2026
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  2. Release Highlights for scikit-learn 1.2 —...

    189830 -1.973554 2.0 1.0 33 -0.416010 2.630382 0.0 1.0 107 1.765012...-0.362176 4.0 3.0 7 -1.021849 0.788808 1.0 1.0 Interaction constraints...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_2_0.html
    Mon Feb 02 09:23:44 GMT 2026
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  3. Version 1.2 — scikit-learn 1.8.0 document...

    is deprecated in 1.2.1 and will be removed in 1.5. Instead, import...raised in version 1.2 when min_sample_split=1 . #25744 by Jérémie...
    scikit-learn.org/stable/whats_new/v1.2.html
    Mon Feb 02 09:23:44 GMT 2026
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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 Jan 26 11:09:12 GMT 2026
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  5. 1.5. Stochastic Gradient Descent — scikit...

    [ 1. , 1. ]] >>> y = [ 0 , 1 ] >>>...\Vert^2 + b\nu + \frac{1}{n} \sum_{i=1}^n \max(0, 1 - (\langle w, x_i...
    scikit-learn.org/stable/modules/sgd.html
    Mon Jan 26 11:09:12 GMT 2026
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  6. 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
    Mon Feb 02 09:23:44 GMT 2026
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  7. Release Highlights for scikit-learn 1.7 —...

    deprecated:: 1.8 `penalty` was deprecated in version 1.8 and will...with `0 = l1_ratio = 1`. Setting `l1_ratio=1` gives a pure L1-penalty,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_7_0.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. Beats version 5.1.1 | Beats Platform Reference ...

    1.2 Beats version 5.1.0 (skipped) » Elastic...Release notes Beats version 5.1.1 IMPORTANT : This documentation...
    www.elastic.co/guide/en/beats/libbeat/8.19/release-notes-5.1.1.html
    Mon Oct 20 16:31:01 GMT 2025
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  9. Beats version 7.1.1 | Beats Platform Reference ...

    1.1 IMPORTANT : This documentation...documentation . Beats version 7.1.1 View commits No changes in this...
    www.elastic.co/guide/en/beats/libbeat/8.19/release-notes-7.1.1.html
    Mon Oct 20 16:31:01 GMT 2025
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  10. 3.1. Cross-validation: evaluating estimator per...

    3] [0 1] [1 3] [0 2] [1 2] [0 3] [0 3] [1 2] [0 2] [1 3] [0 1]...= [ 1 , 1 , 1 , 2 , 2 , 2 ] >>> groups = [ 1 , 1 , 2...
    scikit-learn.org/stable/modules/cross_validation.html
    Mon Feb 02 09:23:44 GMT 2026
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