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  1. LabelSpreading — scikit-learn 1.8.0 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...Clamping factor. A value in (0, 1) that specifies the relative amount...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelSpreading.html
    Mon Dec 15 15:02:31 GMT 2025
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  2. silhouette_samples — scikit-learn 1.8.0 d...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the Silhouette...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_samples.html
    Mon Dec 15 15:02:33 GMT 2025
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  3. OneVsRestClassifier — scikit-learn 1.8.0 ...

    as a 2D binary (0/1) matrix, where [i, j] == 1 indicates the presence...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html
    Mon Dec 15 15:02:30 GMT 2025
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  4. Isomap — scikit-learn 1.8.0 documentation

    Added in version 1.1. n_components int, default=2...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html
    Mon Dec 15 15:02:31 GMT 2025
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  5. PoissonRegressor — scikit-learn 1.8.0 doc...

    predict ([[ 1 , 1 ], [ 3 , 4 ]]) array([10.676,...PoissonRegressor ( * , alpha = 1.0 , fit_intercept = True , solver...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PoissonRegressor.html
    Mon Dec 15 15:02:31 GMT 2025
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  6. ColumnTransformer — scikit-learn 1.8.0 do...

    1. , 2. , 2. ], ... [ 1. , 1. , 0. , 1. ]]) >>>...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...
    scikit-learn.org/stable/modules/generated/sklearn.compose.ColumnTransformer.html
    Mon Dec 15 15:02:33 GMT 2025
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  7. PartialDependenceDisplay — scikit-learn 1...

    Added in version 1.1: Add the possibility to pass...display . plot ( pdp_lim = { 1 : ( - 1.38 , 0.66 )}) <...>...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.PartialDependenceDisplay.html
    Mon Dec 15 15:02:33 GMT 2025
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  8. 1.7. Gaussian Processes — scikit-learn 1....

    1.7.3. GPC examples # 1.7.3.1. Probabilistic predictions...features exceeds a few dozens. 1.7.1. Gaussian Process Regression...
    scikit-learn.org/stable/modules/gaussian_process.html
    Mon Dec 15 15:02:33 GMT 2025
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  9. shrunk_covariance — scikit-learn 1.8.0 do...

    1 ) [source] # Calculate covariance...ndarray. shrinkage float, default=0.1 Coefficient in the convex combination...
    scikit-learn.org/stable/modules/generated/sklearn.covariance.shrunk_covariance.html
    Mon Dec 15 15:02:31 GMT 2025
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  10. PassiveAggressiveClassifier — scikit-lear...

    deprecated in version 1.8 and will be removed in 1.10. Instead use:...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html
    Mon Dec 15 15:02:30 GMT 2025
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