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  1. 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 Dec 15 15:02:33 GMT 2025
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  2. 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 Dec 15 15:02:33 GMT 2025
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  3. 7.1. Pipelines and composite estimators —...

    1.1.1. Usage # 7.1.1.1.1. Build a pipeline...0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0], [0, 1, 0, 0, 1, 0, 0, 0,...
    scikit-learn.org/stable/modules/compose.html
    Mon Dec 15 15:02:31 GMT 2025
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  4. 1.4. Support Vector Machines — scikit-lea...

    “0 vs 1”, “0 vs 2” , … “0 vs n”, “1 vs 2”, “1 vs 3”, “1 vs n”,...[[ 0 , 0 ], [ 1 , 1 ]] >>> y = [ 0 , 1 ] >>>...
    scikit-learn.org/stable/modules/svm.html
    Mon Dec 15 15:02:33 GMT 2025
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  5. 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 15 15:02:33 GMT 2025
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  6. Release Highlights for scikit-learn 1.5 —...

    array([[-1.1, 1.1, 1.1], [ 3.9, -1.2, 1.1], [ 0.1, 1.3, 1.1], [-0.1,...[-0.1, -1.4, -1.4], [-4.9, 1.5, -1.5], [ 0.1, 1.6, 1.6]]) Pairwise...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_5_0.html
    Mon Dec 15 15:02:33 GMT 2025
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  7. 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 15 15:02:30 GMT 2025
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  8. 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 15 15:02:33 GMT 2025
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  9. Release Highlights for scikit-learn 1.6 —...

    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 Dec 15 15:02:33 GMT 2025
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  10. 1.10. Decision Trees — scikit-learn 1.8.0...

    - 1 , np . nan , 1 ]) . reshape ( - 1 , 1 ) >>>...[[ 0 , 0 ], [ 1 , 1 ]] >>> Y = [ 0 , 1 ] >>>...
    scikit-learn.org/stable/modules/tree.html
    Mon Dec 15 15:02:31 GMT 2025
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