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  1. RBFSampler — scikit-learn 1.7.2 documenta...

    [ 1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y...version 1.2: The option "scale" was added in 1.2. n_components...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.RBFSampler.html
    Fri Dec 05 17:52:54 GMT 2025
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  2. homogeneity_score — scikit-learn 1.7.2 do...

    1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 Non-perfect labelings...homogeneity_score ([ 0 , 0 , 1 , 1 ], [ 0 , 0 , 1 , 2 ])) 1.000000 >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.homogeneity_score.html
    Fri Dec 05 17:52:55 GMT 2025
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  3. KNeighborsTransformer — scikit-learn 1.7....

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) set_output...rs=1) >>> print ( neigh . kneighbors ([[ 1. , 1. , 1....
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
    Fri Dec 05 17:52:55 GMT 2025
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  4. permutation_importance — scikit-learn 1.7...

    >>> X = [[ 1 , 9 , 9 ],[ 1 , 9 , 9 ],[ 1 , 9 , 9 ], ... [..., 9 ]] >>> y = [ 1 , 1 , 1 , 0 , 0 , 0 ] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.permutation_importance.html
    Fri Dec 05 17:52:55 GMT 2025
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  5. Version 1.0 — scikit-learn 1.7.2 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
    Fri Dec 05 17:52:55 GMT 2025
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  6. Version 1.2 — scikit-learn 1.7.2 document...

    is deprecated in 1.2.1 and will be removed in 1.5. Instead, import...raised in version 1.2 when min_sample_split=1 . #25744 by Jérémie...
    scikit-learn.org/stable/whats_new/v1.2.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. median_absolute_error — scikit-learn 1.7....

    1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>>...>>> y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.median_absolute_error.html
    Fri Dec 05 17:52:54 GMT 2025
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  8. SVC — scikit-learn 1.7.2 documentation

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...default=-1 Hard limit on iterations within solver, or -1 for no...
    scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. r2_score — scikit-learn 1.7.2 documentation

    1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>>...cross-validation). Added in version 1.1. Returns : z float or ndarray...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html
    Fri Dec 05 17:52:54 GMT 2025
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  10. mutual_info_regression — scikit-learn 1.7...

    means 1 unless in a joblib.parallel_backend context. -1 means...References [ 1 ] Mutual Information on Wikipedia. [ 2 ] ( 1 , 2 ) A....
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_regression.html
    Fri Dec 05 17:52:54 GMT 2025
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