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  1. 1.6. Nearest Neighbors — scikit-learn 1.7...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2...
    scikit-learn.org/stable/modules/neighbors.html
    Sat Nov 15 10:03:26 GMT 2025
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  2. 1.10. Decision Trees — scikit-learn 1.7.2...

    - 1 , np . nan , 1 ]) . reshape ( - 1 , 1 ) >>>...[[ 0 , 0 ], [ 1 , 1 ]] >>> Y = [ 0 , 1 ] >>>...
    scikit-learn.org/stable/modules/tree.html
    Sat Nov 15 10:03:27 GMT 2025
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  3. 1.13. Feature selection — scikit-learn 1....

    1], [1, 0], [0, 0], [1, 1], [1, 0], [1, 1]]) As expected,...0 , 0 , 1 ], [ 0 , 1 , 0 ], [ 1 , 0 , 0 ], [ 0 , 1 , 1 ], [ 0...
    scikit-learn.org/stable/modules/feature_selection.html
    Sat Nov 15 10:03:26 GMT 2025
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  4. 8.1. Toy datasets — scikit-learn 1.7.2 do...

    length: 1.0 6.9 3.76 1.76 0.9490 (high!) petal width: 0.1 2.5 1.20...0.41 3.58 1.59 0.57 Colour Intensity: 1.3 13.0 5.1 2.3 Hue: 0.48...
    scikit-learn.org/stable/datasets/toy_dataset.html
    Sat Nov 15 10:03:27 GMT 2025
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  5. 1.16. Probability calibration — scikit-le...

    model [ 4 ] : \[p(y_i = 1 | f_i) = \frac{1}{1 + \exp(A f_i + B)} \,,\]...e.g. using many more features. 1.16.1. Calibration curves # Calibration...
    scikit-learn.org/stable/modules/calibration.html
    Sat Nov 15 10:03:27 GMT 2025
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  6. Release Highlights for scikit-learn 1.4 —...

    0 1.0 0.862662 1.0 0.0 1.401826 0.0 1.0 -0.754829 1.0 0.0...array ([ 0 , 1 , 6 , np . nan ]) . reshape ( - 1 , 1 ) y = [ 0 ,...
    scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html
    Sat Nov 15 10:03:26 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
    Sat Nov 15 10:03:27 GMT 2025
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  8. 12.1. Array API support (experimental) — ...

    1.1.1. PyTorch Support # PyTorch Tensors...Thomas Fan at PyData NYC 2023. 12.1.1. Example usage # The configuration...
    scikit-learn.org/stable/modules/array_api.html
    Sat Nov 15 10:03:25 GMT 2025
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  9. LabelBinarizer — scikit-learn 1.7.2 docum...

    array([[1, 0, 0], [0, 1, 0], [0, 0, 1], [0, 1, 0]]) fit ( y )...fit ( np . array ([[ 0 , 1 , 1 ], [ 1 , 0 , 0 ]])) LabelBinarizer()...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelBinarizer.html
    Sat Nov 15 10:03:27 GMT 2025
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  10. NearestNeighbors — scikit-learn 1.7.2 doc...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) radius_neighbors...() array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) set_params...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html
    Sat Nov 15 10:03:26 GMT 2025
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