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  1. load_iris scikit-learn 1.7.1 documentation

    data . target [[ 10 , 25 , 50 ]] array([0, 0, 1]) >>> list ( data...data . target_names ) [np.str_('setosa'), np.str_('versicolor'),...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.load_iris.html
    Sun Jul 27 08:01:31 UTC 2025
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  2. governance.rst.txt

    way, they are a contributor. Core Contributors ---------- All...relevant to their roles. Contributors ---------- Contributors are community...
    scikit-learn.org/stable/_sources/governance.rst.txt
    Sun Jul 27 08:01:34 UTC 2025
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  3. MinCovDet scikit-learn 1.7.1 documentation

    real_cov = np . array ([[ .8 , .3 ], ... [ .3 , .4 ]]) >>> rng =...>>> cov . covariance_ array([[0.7411, 0.2535], [0.2535, 0.3053]])...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.MinCovDet.html
    Sun Jul 27 08:01:33 UTC 2025
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  4. config_context scikit-learn 1.7.1 documentation

    print SVC(), but would print SVC(C=1.0, cache_size=200, …)’...float ( 'nan' )]) Traceback (most recent call last): ... ValueError...
    scikit-learn.org/stable/modules/generated/sklearn.config_context.html
    Sun Jul 27 08:01:32 UTC 2025
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  5. mutual_info_score scikit-learn 1.7.1 document...

    = [ 0 , 1 , 1 , 0 , 1 , 0 ] >>> labels_pred = [ 0 , 1 , 0 , 0...switching \(U\) (i.e label_true ) with \(V\) (i.e. label_pred ) will...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html
    Sun Jul 27 08:01:33 UTC 2025
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  6. EmpiricalCovariance scikit-learn 1.7.1 docume...

    covariance_ array([[0.7569, 0.2818], [0.2818, 0.3928]]) >>> cov . location_...sqrt(tr(A^t.A)) - spectral: sqrt(max(eigenvalues(A^t.A)) where...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.EmpiricalCovariance.html
    Sun Jul 27 08:01:33 UTC 2025
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  7. make_column_transformer scikit-learn 1.7.1 do...

    er ( ... ( StandardScaler (), [ 'numerical_column' ]), ... (...['numerical_column']), ('onehotencoder', OneHotEncoder(...), ['categorical_column'])])...
    scikit-learn.org/stable/modules/generated/sklearn.compose.make_column_transformer.html
    Sun Jul 27 08:01:34 UTC 2025
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  8. RegressorMixin scikit-learn 1.7.1 documentation

    estimator . fit ( X , y ) . predict ( X ) array([0, 0, 0]) >>> estimator...of squares ((y_true - y_true.mean()) ** 2).sum() . The best possible...
    scikit-learn.org/stable/modules/generated/sklearn.base.RegressorMixin.html
    Sun Jul 27 08:01:34 UTC 2025
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  9. normalized_mutual_info_score scikit-learn 1.7...

    fo_score ([ 0 , 0 , 1 , 1 ], [ 0 , 0 , 1 , 1 ]) 1.0 >>> norm...fo_score ([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 If classes...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.normalized_mutual_info_score.html
    Sun Jul 27 08:01:32 UTC 2025
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  10. IsolationForest scikit-learn 1.7.1 documentation

    max_samples = 'auto' , contamination = 'auto' , max_features = 1.0 , bootstrap...from 0.1 to 'auto' . max_features int or float, default=1.0 The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html
    Sun Jul 27 08:01:31 UTC 2025
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