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  1. Version 1.0 — scikit-learn 1.8.0 document...

    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
    Mon Mar 09 14:07:53 UTC 2026
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  2. 1.8. Cross decomposition — scikit-learn 1...

    CCA and PLSSVD 1.8.1. PLSCanonical # We here describe...subtract the rank-1 approximations: \(X_{k+1} = X_k - \xi_k \gamma_k^T\)...
    scikit-learn.org/stable/modules/cross_decomposition.html
    Mon Mar 09 14:07:53 UTC 2026
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  3. 12.1. Array API support (experimental) — ...

    1.1. Enabling array API support #...'numpy.ndarray'> 12.1.2.1. PyTorch Support # PyTorch Tensors...
    scikit-learn.org/stable/modules/array_api.html
    Mon Mar 09 14:07:54 UTC 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 Mar 09 14:07:54 UTC 2026
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  5. Release Highlights for scikit-learn 1.1 —...

    0 1.0 1 0.0 0.0 1.0 2 1.0 0.0 0.0 3 0.0 1.0 0.0 Performance...Highlights for scikit-learn 1.1 # We are pleased to announce...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html
    Mon Mar 09 14:07:56 UTC 2026
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  6. Version 1.1 — scikit-learn 1.8.0 document...

    Version 1.1.0 # May 2022 Minimal dependencies # Version 1.1.0 of...#23273 by Thomas Fan . Version 1.1.1 # May 2022 Changelog # Enhancement...
    scikit-learn.org/stable/whats_new/v1.1.html
    Mon Mar 09 14:07:56 UTC 2026
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  7. 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 Mar 09 14:07:53 UTC 2026
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  8. 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
    Mon Mar 09 14:07:57 UTC 2026
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  9. 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 Mar 09 14:07:56 UTC 2026
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  10. 1.12. Multiclass and multioutput algorithms &#8...

    1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...
    scikit-learn.org/stable/modules/multiclass.html
    Mon Mar 09 14:07:54 UTC 2026
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