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  1. Decision Tree Regression with AdaBoost — ...

    color = colors [ 1 ], label = "n_estimators=1" , linewidth...boosted using the AdaBoost.R2 [ 1 ] algorithm on a 1D sinusoidal...
    scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_regression.html
    Mon Feb 16 16:32:32 GMT 2026
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  2. Comparing different clustering algorithms on to...

    cluster_std = [ 1.0 , 2.5 , 0.5 ], random_state..., hspace = 0.01 ) plot_num = 1 default_base = { "quantile"...
    scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html
    Mon Feb 16 16:32:32 GMT 2026
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  3. check_is_fitted — scikit-learn 1.8.0 docu...

    fit ([[ 1 , 2 ], [ 1 , 3 ]], [ 1 , 0 ]) LogisticRegression()...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_is_fitted.html
    Mon Feb 16 16:32:33 GMT 2026
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  4. Regularization path of L1- Logistic Regression ...

    1 , 16 ) Create a pipeline with...LogisticRegression ( l1_ratio = 1 , solver = "liblinear"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html
    Mon Feb 16 16:33:25 GMT 2026
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  5. Roadmap — scikit-learn 1.8.0 documentation

    cross-version safety from version 1.0. Note: Gael and Olivier think...
    scikit-learn.org/stable/roadmap.html
    Mon Feb 16 16:32:34 GMT 2026
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  6. Multiclass Receiver Operating Characteristic (R...

    1 ], [ 0 , 1 ], "k--" , label...xlim = ( - 0.01 , 1.01 ), ylim = ( - 0.01 , 1.01 ), ) We confirm...
    scikit-learn.org/stable/auto_examples/model_selection/plot_roc.html
    Mon Feb 16 16:33:25 GMT 2026
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  7. DetCurveDisplay — scikit-learn 1.8.0 docu...

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...version 1.8: y_pred is deprecated and will be removed in 1.10. Use...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.DetCurveDisplay.html
    Mon Feb 16 16:32:35 GMT 2026
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  8. precision_recall_fscore_support — scikit-...

    beta = 1.0 , labels = None , pos_label = 1 , average = None...score reaches its best value at 1 and worst score at 0. The F-beta...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_recall_fscore_support.html
    Mon Feb 16 16:32:33 GMT 2026
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  9. MiniBatchKMeans — scikit-learn 1.8.0 docu...

    array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...0 , 1 ], [ 2 , 2 ], ... [ 3 , 2 ], [ 5 , 5 ], [ 1 , - 1 ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.MiniBatchKMeans.html
    Mon Feb 16 16:33:27 GMT 2026
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  10. RidgeClassifierCV — scikit-learn 1.8.0 do...

    1, 1.0, 10.0) , * , fit_intercept...shape (n_alphas,), default=(0.1, 1.0, 10.0) Array of alpha values...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeClassifierCV.html
    Mon Feb 16 16:33:27 GMT 2026
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