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  1. zero_one_loss — scikit-learn 1.7.2 documentation

    1 ], [ 1 , 1 ]]), np . ones (( 2 , 2...zero_one_loss >>> y_pred = [ 1 , 2 , 3 , 4 ] >>> y_true = [ 2...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.zero_one_loss.html
    Mon Nov 03 14:20:05 UTC 2025
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  2. mean_variance_axis — scikit-learn 1.7.2 documen...

    1 , 2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5 ])...of CSR or CSC format. axis {0, 1} Axis along which the axis should...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.mean_variance_axis.html
    Sat Nov 01 09:15:33 UTC 2025
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  3. Concatenating multiple feature extraction metho...

    features__univ_select__k=1, svm__C=0.1 [CV 1/5; 1/18] END features_...nts=1, features__univ_select__k=1, svm__C=0.1;, score=1.000 total...
    scikit-learn.org/stable/auto_examples/compose/plot_feature_union.html
    Mon Nov 03 14:20:05 UTC 2025
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  4. davies_bouldin_score — scikit-learn 1.7.2 docum...

    1 ], [ 1 , 1 ], [ 3 , 4 ]] >>> labels = [ 0 , 0 , 1 ] >>>...Davies-Bouldin score. References [ 1 ] Davies, David L.; Bouldin, Donald...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.davies_bouldin_score.html
    Mon Nov 03 14:20:05 UTC 2025
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  5. pairwise_distances_chunked — scikit-learn 1.7.2...

    means 1 unless in a joblib.parallel_backend context. -1 means...D_chunk < r )) . mean ( axis = 1 ) ... return neigh , avg_dist...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances_chunked.html
    Mon Nov 03 14:20:05 UTC 2025
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  6. Plotting Cross-Validated Predictions — scikit-l...

    ax = axs [ 1 ], random_state = 0 , ) axs [ 1 ] . set_title...scikit-learn 1.2 Release Highlights for scikit-learn 1.2 Gallery...
    scikit-learn.org/stable/auto_examples/model_selection/plot_cv_predict.html
    Mon Nov 03 14:20:04 UTC 2025
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  7. make_sparse_uncorrelated — scikit-learn 1.7.2 d...

    described in Celeux et al [1]. as: X ~ N ( 0 , 1 ) y ( X ) = X [:, 0...0 ] + 2 * X [:, 1 ] - 2 * X [:, 2 ] - 1.5 * X [:, 3 ] Only the...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_sparse_uncorrelated.html
    Mon Nov 03 14:20:05 UTC 2025
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  8. Regularization path of L1- Logistic Regression ...

    1 , 16 ) Create a pipeline with...i in range ( coefs_ . shape [ 1 ]): plt . semilogx ( cs , coefs_...
    scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html
    Mon Nov 03 14:20:05 UTC 2025
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  9. Developing scikit-learn estimators — scikit-lea...

    SGDClassifier ([[ 1 , 2 ], [ 2 , 3 ]], [ - 1 , 1 ]) # WRONG! Ideally,...be modified if param1 > 1 : param2 += 1 self . param1 = param1...
    scikit-learn.org/stable/developers/develop.html
    Sat Nov 01 09:15:33 UTC 2025
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  10. Version 0.17 — scikit-learn 1.7.2 documentation

    1 # February 18, 2016 Changelog...meta-estimator with n_jobs > 1 used with a large grid of parameters...
    scikit-learn.org/stable/whats_new/v0.17.html
    Mon Nov 03 14:20:04 UTC 2025
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