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  1. Release Highlights for scikit-learn 1.4 —...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...[{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html
    Mon Dec 29 13:14:48 GMT 2025
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  2. 1.7. Gaussian Processes — scikit-learn 1....

    1.7.3. GPC examples # 1.7.3.1. Probabilistic predictions...features exceeds a few dozens. 1.7.1. Gaussian Process Regression...
    scikit-learn.org/stable/modules/gaussian_process.html
    Mon Dec 29 13:14:48 GMT 2025
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  3. 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 Dec 29 13:14:49 GMT 2025
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  4. 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 Dec 29 13:14:48 GMT 2025
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  5. Release Highlights for scikit-learn 1.3 —...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Demo of HDBSCAN...array ([ 0 , 1 , 6 , np . nan ]) . reshape ( - 1 , 1 ) y = [ 0 ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_3_0.html
    Mon Dec 29 13:14:49 GMT 2025
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  6. Release Highlights for scikit-learn 1.8 —...

    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_8_0.html
    Mon Dec 29 13:14:48 GMT 2025
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  7. 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 Dec 29 13:14:48 GMT 2025
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  8. 1.3. Kernel ridge regression — scikit-lea...

    Ctrl + K GitHub Choose version 1.3. Kernel ridge regression # Kernel...model using only approximately 1/3 of the 100 training datapoints...
    scikit-learn.org/stable/modules/kernel_ridge.html
    Mon Dec 29 13:14:48 GMT 2025
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  9. Version 1.6 — scikit-learn 1.8.0 document...

    Version 1.6.1 # January 2025 Changed models...was deprecated in 1.6 and will be removed in 1.8. It has no effect...
    scikit-learn.org/stable/whats_new/v1.6.html
    Mon Dec 29 13:14:48 GMT 2025
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  10. 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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