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  1. Version 1.7 — scikit-learn 1.8.0 documentation

    #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 Mar 23 20:39:20 UTC 2026
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  2. 1.5. Stochastic Gradient Descent — scikit-learn...

    [ 1. , 1. ]] >>> y = [ 0 , 1 ] >>> clf = SGDClassifier...\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 Mar 23 20:39:20 UTC 2026
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  3. 9.1. Strategies to scale computationally: bigge...

    1.1.1. Streaming instances # Basically, 1. may be a...to make your system scale. 9.1.1. Scaling with instances using...
    scikit-learn.org/stable/computing/scaling_strategies.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. Release Highlights for scikit-learn 1.4 — sciki...

    [{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 Mar 23 20:39:20 UTC 2026
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  5. Release Highlights for scikit-learn 1.2 — sciki...

    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 Mar 23 20:39:21 UTC 2026
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  6. 2.1. Gaussian mixture models — scikit-learn 1.8...

    1.1. Gaussian Mixture # The GaussianMixture...models using a finite mixture. 2.1.2.1. The Dirichlet Process # Here...
    scikit-learn.org/stable/modules/mixture.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. 1.11. Ensembles: Gradient boosting, random fore...

    Gradient Boosting models 1.11.1.1.1. Usage # Most of the parameters...= [[ 1 , 0 ], ... [ 1 , 0 ], ... [ 1 , 0 ], ... [ 0 , 1 ]] >>>...
    scikit-learn.org/stable/modules/ensemble.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. Release Highlights for scikit-learn 1.3 — sciki...

    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 Mar 23 20:39:20 UTC 2026
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  9. Release Highlights for scikit-learn 1.8 — sciki...

    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 Mar 23 20:39:21 UTC 2026
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  10. Version 1.0 — scikit-learn 1.8.0 documentation

    Version 1.0.1 # October 2021 Fixed models...Version 1.0.0 of scikit-learn requires python 3.7+, numpy 1.14.6+...
    scikit-learn.org/stable/whats_new/v1.0.html
    Tue Mar 17 03:44:36 UTC 2026
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