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  1. KNNImputer — scikit-learn 1.7.2 documentation

    1-D arrays) of X and Y , respectively....is always 0 . Added in version 1.2. Attributes : indicator_ MissingIndicator...
    scikit-learn.org/stable/modules/generated/sklearn.impute.KNNImputer.html
    Wed Sep 17 19:57:59 UTC 2025
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  2. mean_squared_error — scikit-learn 1.7.2 documen...

    1 ],[ - 1 , 1 ],[ 7 , - 6 ]] >>> y_pred...y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] >>> mean_squared_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_squared_error.html
    Wed Sep 17 19:57:59 UTC 2025
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  3. mean_absolute_error — scikit-learn 1.7.2 docume...

    1 ], [ - 1 , 1 ], [ 7 , - 6 ]] >>> y_pred...y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> mean_absolute_error...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_absolute_error.html
    Wed Sep 17 19:57:58 UTC 2025
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  4. SpectralEmbedding — scikit-learn 1.7.2 document...

    means 1 unless in a joblib.parallel_backend context. -1 means...If None, gamma will be set to 1/n_features. random_state int,...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html
    Wed Sep 17 19:58:00 UTC 2025
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  5. SequentialFeatureSelector — scikit-learn 1.7.2 ...

    version 1.1: The option "auto" was added in version 1.1. Changed...version 1.3: The default changed from "warn" to "auto" in 1.3. tol...
    scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SequentialFeatureSelector.html
    Wed Sep 17 19:57:59 UTC 2025
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  6. Older Versions — scikit-learn 1.7.2 documentation

    1 Meng Xinfan 1 Rob Zinkov 1 Shiqiao 1 Udi Weinsberg 1 Virgile...Cournapeau 1 Keith Goodman 1 Ludwig Schwardt 1 Olivier Hervieu 1 Sergio...
    scikit-learn.org/stable/whats_new/older_versions.html
    Tue Sep 16 14:38:54 UTC 2025
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  7. RandomizedSearchCV — scikit-learn 1.7.2 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...… rank_test_score ‘rbf’ 0.1 0.80 … 1 ‘rbf’ 0.2 0.84 … 3 ‘rbf’...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html
    Wed Sep 17 19:57:59 UTC 2025
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  8. NeighborhoodComponentsAnalysis — scikit-learn 1...

    If 1, progress messages will be printed to stdout. If > 1, progress...<= min(n_features, n_classes - 1) we use 'lda' , as it uses labels...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NeighborhoodComponentsAnalysis.html
    Wed Sep 17 19:57:59 UTC 2025
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  9. Nystroem — scikit-learn 1.7.2 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means...all strings. Added in version 1.0. See also AdditiveChi2Sampler...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.Nystroem.html
    Wed Sep 17 19:58:00 UTC 2025
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  10. make_scorer — scikit-learn 1.7.2 documentation

    Added in version 1.4. Deprecated since version 1.6: None is equivalent...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 On this...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html
    Wed Sep 17 19:58:00 UTC 2025
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