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  1. BaseEstimator — scikit-learn 1.8.0 documentation

    predict ( X ) array([2, 2, 2]) >>> estimator . set_params...param = 2 ) >>> estimator . get_params () {'param': 2} >>> X =...
    scikit-learn.org/stable/modules/generated/sklearn.base.BaseEstimator.html
    Mon Mar 23 20:39:20 UTC 2026
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  2. ward_tree — scikit-learn 1.8.0 documentation

    s)^2 + \frac{|v|+|t|} {T}d(v,t)^2 - \frac{|v|} {T}d(s,t)^2}\]...array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2 ], [ 4 , 4...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.ward_tree.html
    Mon Mar 23 20:39:21 UTC 2026
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  3. Concentration Prior Type Analysis of Variation ...

    normalization eig_vals = 2 * np . sqrt ( 2 ) * np . sqrt ( eig_vals...= 0.8 ) ax1 . set_xlim ( - 2.0 , 2.0 ) ax1 . set_ylim ( - 3.0...
    scikit-learn.org/stable/auto_examples/mixture/plot_concentration_prior.html
    Mon Mar 23 20:39:20 UTC 2026
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  4. GroupShuffleSplit — scikit-learn 1.8.0 document...

    0: Train: index=[2 3 4 5 6 7], group=[2 2 2 3 3 3] Test: index=[0...3 3 3] Test: index=[2 3 4], group=[2 2 2] get_metadata_routing...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupShuffleSplit.html
    Mon Mar 23 20:39:21 UTC 2026
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  5. incr_mean_variance_axis — scikit-learn 1....

    2 , 2 ]) >>> data = np . array ([ 8 , 1 , 2 , 5...>>> scale = np . array ([ 2 , 3 , 2 ]) >>> csr = sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.incr_mean_variance_axis.html
    Mon Feb 02 09:23:44 UTC 2026
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  6. NearestNeighbors — scikit-learn 1.8.0 documenta...

    2 , return_distance = False ) array([[2, 0]]...) >>>...array([[2]])) As you can see, it returns [[0.5]], and [[2]], which...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html
    Mon Mar 23 20:39:20 UTC 2026
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  7. KBinsDiscretizer — scikit-learn 1.8.0 documenta...

    [ 2., 2., 2., 1.], [ 2., 2., 2., 2.]]) Sometimes...>>> X = [[ - 2 , 1 , - 4 , - 1 ], ... [ - 1 , 2 , - 3 , - 0.5...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. kneighbors_graph — scikit-learn 1.8.0 documenta...

    p = 2 , metric_params = None , include_self...standard Euclidean distance when p = 2. See the documentation of scipy.spatial.distance...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.kneighbors_graph.html
    Mon Mar 23 20:39:23 UTC 2026
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  9. cluster_optics_xi — scikit-learn 1.8.0 document...

    2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...samples (rounded to be at least 2). min_cluster_size int > 1 or...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.cluster_optics_xi.html
    Mon Mar 23 20:39:23 UTC 2026
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  10. Time-related feature engineering — scikit-learn...

    0000 2 spring 0 1 2 False 6 False clear 9.02...22.0028 12381 summer 1 6 2 False 2 True rain 21.32 25.000 0.72...
    scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html
    Mon Mar 23 20:39:22 UTC 2026
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