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  1. KNeighborsClassifier — scikit-learn 1.6.1 docum...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) predict...bors=1) >>> print ( neigh . kneighbors ([[ 1. , 1. , 1. ]]))...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html
    Sat Apr 19 00:31:20 UTC 2025
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  2. KNeighborsRegressor — scikit-learn 1.6.1 docume...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) predict...bors=1) >>> print ( neigh . kneighbors ([[ 1. , 1. , 1. ]]))...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsRegressor.html
    Thu Apr 17 23:17:16 UTC 2025
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  3. 1.15. Isotonic regression — scikit-learn 1.6.1 ...

    Ctrl + K GitHub Choose version 1.15. Isotonic regression # The...non-decreasing real function to 1-dimensional data. It solves the...
    scikit-learn.org/stable/modules/isotonic.html
    Sat Apr 19 00:31:21 UTC 2025
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  4. FeatureAgglomeration — scikit-learn 1.6.1 docum...

    version 1.5: Xt was deprecated in 1.5 and will be removed in 1.7....version 1.0. children_ array-like of shape (n_nodes-1, 2) The...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.FeatureAgglomeration.html
    Sat Apr 19 00:31:21 UTC 2025
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  5. OPTICS — scikit-learn 1.6.1 documentation

    1, 1, 1]) For a more detailed example...min_samples int > 1 or float between 0 and 1, default=5 The number...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.OPTICS.html
    Sat Apr 19 00:31:20 UTC 2025
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  6. SGDClassifier — scikit-learn 1.6.1 documentation

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...(clip(decision_function(X), -1, 1) + 1) / 2. For other loss functions...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html
    Sat Apr 19 00:31:21 UTC 2025
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  7. DecisionTreeClassifier — scikit-learn 1.6.1 doc...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...instead of [{1:1}, {2:5}, {3:1}, {4:1}]. The “balanced” mode uses...
    scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html
    Sat Apr 19 00:31:21 UTC 2025
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  8. Older Versions — scikit-learn 1.6.1 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
    Sat Apr 19 00:31:21 UTC 2025
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  9. MiniBatchSparsePCA — scikit-learn 1.6.1 documen...

    means 1 unless in a joblib.parallel_backend context. -1 means...tol to 0.0. Added in version 1.1. max_no_improvement int or None,...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchSparsePCA.html
    Sat Apr 19 00:31:21 UTC 2025
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  10. KBinsDiscretizer — scikit-learn 1.6.1 documenta...

    [ 1., 1., 1., 0.], [ 2., 2., 2., 1.], [ 2., 2., 2.,...>>> X = [[ - 2 , 1 , - 4 , - 1 ], ... [ - 1 , 2 , - 3 , - 0.5...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html
    Sat Apr 19 00:31:21 UTC 2025
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