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  1. 1.17. Neural network models (supervised) — scik...

    [ 1. , 1. ]] >>> y = [[ 0 , 1 ], [ 1 , 1 ]] >>> clf...= [[ 0. , 0. ], [ 1. , 1. ]] >>> y = [ 0 , 1 ] >>> clf = MLPClassifier...
    scikit-learn.org/stable/modules/neural_networks_supervised.html
    Mon Mar 23 20:39:21 UTC 2026
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  2. 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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  3. 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 Mar 23 20:39:23 UTC 2026
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  4. Release Highlights for scikit-learn 1.6 — sciki...

    1 , 6 , np . nan ]) . reshape ( - 1 , 1 ) y = [ 0 ,..., 0 , 1 , 1 ] forest = ExtraTreesClassifier ( random_state =...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_6_0.html
    Mon Mar 23 20:39:22 UTC 2026
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  5. Release Highlights for scikit-learn 1.0 — sciki...

    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 Mar 23 20:39:21 UTC 2026
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  6. Release Highlights for scikit-learn 1.7 — 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_7_0.html
    Mon Mar 23 20:39:21 UTC 2026
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  7. Version 1.6 — scikit-learn 1.8.0 documentation

    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 Mar 23 20:39:21 UTC 2026
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  8. 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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  9. 1.3. Kernel ridge regression — scikit-learn 1.8...

    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 Mar 23 20:39:20 UTC 2026
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  10. 1.14. Semi-supervised learning — scikit-learn 1...

    Classification on a Text Dataset 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 Mar 23 20:39:21 UTC 2026
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