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  1. TransformerMixin — scikit-learn 1.7.2 documenta...

    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
    Thu Oct 09 16:57:49 UTC 2025
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  2. ElasticNet — scikit-learn 1.7.2 documentation

    l1_ratio * || w || _1 + 0.5 * alpha * ( 1 - l1_ratio ) * || w...l1_ratio = 1 it is an L1 penalty. For 0 < l1_ratio < 1 , the penalty...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html
    Thu Oct 09 16:57:48 UTC 2025
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  3. LogisticRegression — scikit-learn 1.7.2 documen...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights..., C = 1.0 , fit_intercept = True , intercept_scaling = 1 , class_weight...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
    Thu Oct 09 16:57:49 UTC 2025
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  4. TargetEncoder — scikit-learn 1.7.2 documentation

    1 ] * 15 + [ 20.4 ] * 5 + [ 20.1 ] * 25 + [ 21.2...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 On this...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.TargetEncoder.html
    Thu Oct 09 16:57:48 UTC 2025
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  5. 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
    Thu Oct 09 16:57:48 UTC 2025
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  6. AdaBoostClassifier — scikit-learn 1.7.2 documen...

    initialized with max_depth=1 . Added in version 1.2: base_estimator was...the range [1, inf) . learning_rate float, default=1.0 Weight applied...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.AdaBoostClassifier.html
    Thu Oct 09 16:57:48 UTC 2025
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  7. recall_score — scikit-learn 1.7.2 documentation

    [ 1 , 1 , 1 ], [ 0 , 1 , 1 ]] >>> y_pred = [[...[[ 0 , 0 , 0 ], [ 1 , 1 , 1 ], [ 1 , 1 , 0 ]] >>> recall_score...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.recall_score.html
    Thu Oct 09 16:57:48 UTC 2025
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  8. ExtraTreesRegressor — scikit-learn 1.7.2 docume...

    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
    Thu Oct 09 16:57:48 UTC 2025
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  9. IncrementalPCA — scikit-learn 1.7.2 documentation

    ([[ - 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
    Thu Oct 09 16:57:49 UTC 2025
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  10. PartialDependenceDisplay — scikit-learn 1.7.2 d...

    Added in version 1.1: Add the possibility to pass...shape [ 1 ])] >>> deciles = { 0 : np . linspace ( 0 , 1 , num =...
    scikit-learn.org/stable/modules/generated/sklearn.inspection.PartialDependenceDisplay.html
    Thu Oct 09 16:57:48 UTC 2025
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