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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. ElasticNet — scikit-learn 1.8.0 documentation

    \[\frac{1}{2 n_{\rm samples}} \cdot \|y - X w\|_2^2 + \alpha \cdot...is: ( 1 / ( 2 * n_samples )) * || Y - XW || _Fro ^ 2 + alpha *...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html
    Mon Mar 23 20:39:21 UTC 2026
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  4. 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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  5. Bunch — scikit-learn 1.8.0 documentation

    b = 2 ) >>> b [ 'b' ] 2 >>> b . b 2 >>> b . a = 3 >>>...return a (key, value) pair as a 2-tuple. Pairs are returned in LIFO...
    scikit-learn.org/stable/modules/generated/sklearn.utils.Bunch.html
    Mon Mar 23 20:39:21 UTC 2026
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  6. QuadraticDiscriminantAnalysis — scikit-learn 1....

    2 ]]) >>> y = np . array ([ 1 , 1 , 1 , 2 , 2 , 2 ]) >>>...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...
    scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal...
    Mon Mar 23 20:39:23 UTC 2026
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  7. 1.1. Linear Models — scikit-learn 1.8.0 documen...

    \frac{n}{2} \log(2 \pi) - \frac{n}{2} \log(\sigma^2) - \frac{\sum_{i=1}^{n}...(y_i - \hat{y}_i)^2}{2\sigma^2}\] where \(\sigma^2\) is an estimate...
    scikit-learn.org/stable/modules/linear_model.html
    Mon Mar 23 20:39:20 UTC 2026
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  8. Quickstart: Time series data stream basics | El...

    "total": 2, "successful": 2, "failed":..."total": 2, "successful": 2, "failed":...
    www.elastic.co/docs/manage-data/data-store/data-streams/quickstart-tsds
    Tue Mar 03 13:05:32 UTC 2026
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  9. 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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  10. Model Complexity Influence — scikit-learn 1.8.0...

    "n_iter_no_change" : 2 , }, "changing_param" : "l1_ratio"..."tuned_params" : { "C" : 1e3 , "gamma" : 2 **- 15 }, "changing_param" : "nu"...
    scikit-learn.org/stable/auto_examples/applications/plot_model_complexity_influence.html
    Mon Mar 23 20:39:20 UTC 2026
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