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  1. ExtraTreesRegressor — scikit-learn 1.7.2 ...

    min_samples_leaf = 1 , min_weight_fraction_leaf = 0.0 , max_features = 1.0 ,...e.g. 0.3. Changed in version 1.1: The default of max_features...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesRegressor.html
    Mon Nov 17 17:38:24 GMT 2025
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  2. MDS — scikit-learn 1.7.2 documentation

    n_init will change from 4 to 1 in version 1.9. max_iter int, default=300...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.MDS.html
    Mon Nov 17 17:38:23 GMT 2025
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  3. fetch_20newsgroups — scikit-learn 1.7.2 d...

    1, 1, 1, 0, 1, 1, 0, 0, 0]) Gallery examples...Added in version 1.5. delay float, default=1.0 Number of seconds...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.fetch_20newsgroups.html
    Mon Nov 17 17:38:24 GMT 2025
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  4. 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 Nov 17 17:38:24 GMT 2025
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  5. TransformerMixin — scikit-learn 1.7.2 doc...

    fit_transform ( X ) array([1, 1, 1]) fit_transform ( X , y = None...__init__ ( self , * , param = 1 ): ... self . param = param ......
    scikit-learn.org/stable/modules/generated/sklearn.base.TransformerMixin.html
    Mon Nov 17 17:38:24 GMT 2025
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  6. IncrementalPCA — scikit-learn 1.7.2 docum...

    ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], ... [ 1 , 1 ], [...principal components, versus 1 large SVD of complexity O(n_samples...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.IncrementalPCA.html
    Mon Nov 17 17:38:23 GMT 2025
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  7. kmeans_plusplus — scikit-learn 1.7.2 docu...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2...provided array. Added in version 1.3. x_squared_norms array-like...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.kmeans_plusplus.html
    Mon Nov 17 17:38:24 GMT 2025
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  8. 1.10. Decision Trees — scikit-learn 1.7.2...

    - 1 , np . nan , 1 ]) . reshape ( - 1 , 1 ) >>>...[[ 0 , 0 ], [ 1 , 1 ]] >>> Y = [ 0 , 1 ] >>>...
    scikit-learn.org/stable/modules/tree.html
    Sat Nov 15 10:03:27 GMT 2025
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  9. 1.13. Feature selection — scikit-learn 1....

    1], [1, 0], [0, 0], [1, 1], [1, 0], [1, 1]]) As expected,...0 , 0 , 1 ], [ 0 , 1 , 0 ], [ 1 , 0 , 0 ], [ 0 , 1 , 1 ], [ 0...
    scikit-learn.org/stable/modules/feature_selection.html
    Wed Nov 19 04:33:03 GMT 2025
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  10. 8.1. Toy datasets — scikit-learn 1.7.2 do...

    length: 1.0 6.9 3.76 1.76 0.9490 (high!) petal width: 0.1 2.5 1.20...0.41 3.58 1.59 0.57 Colour Intensity: 1.3 13.0 5.1 2.3 Hue: 0.48...
    scikit-learn.org/stable/datasets/toy_dataset.html
    Sat Nov 15 10:03:27 GMT 2025
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