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  1. Plot randomly generated multilabel dataset &#82...

    1 ], color = COLORS . take (( Y * [ 1 , 2 , 4 ]) ....n_labels = 1 ) ax1 . set_title ( "n_labels=1, length=50"...
    scikit-learn.org/stable/auto_examples/datasets/plot_random_multilabel_dataset.html
    Mon Dec 29 13:14:48 GMT 2025
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  2. User Guide — scikit-learn 1.8.0 documenta...

    Guide # 1. Supervised learning 1.1. Linear Models 1.1.1. Ordinary...Lasso 1.1.4. Multi-task Lasso 1.1.5. Elastic-Net 1.1.6. Multi-task...
    scikit-learn.org/stable/user_guide.html
    Mon Dec 29 13:14:49 GMT 2025
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  3. A demo of the mean-shift clustering algorithm &...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , _ = make_blobs...matplotlib.pyplot as plt plt . figure ( 1 ) plt . clf () colors = [ "#dede00"...
    scikit-learn.org/stable/auto_examples/cluster/plot_mean_shift.html
    Mon Dec 29 13:14:48 GMT 2025
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  4. __sklearn_is_fitted__ as Developer API — ...

    scikit-learn 1.6 Release Highlights for scikit-learn 1.6 Gallery...__init__ ( self , parameter = 1 ): self . parameter = parameter...
    scikit-learn.org/stable/auto_examples/developing_estimators/sklearn_is_fitted.html
    Mon Dec 29 13:14:49 GMT 2025
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  5. 7.4. Imputation of missing values — sciki...

    array ([[ - 1 , - 1 , 1 , 3 ], ... [ 4 , - 1 , 0 , - 1 ], ... [...= sp . csc_matrix ([[ 1 , 2 ], [ 0 , - 1 ], [ 8 , 4 ]]) >>>...
    scikit-learn.org/stable/modules/impute.html
    Mon Dec 29 13:14:48 GMT 2025
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  6. Feature importances with a forest of trees &#82...

    [{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...[{0: 1, 1: 1}, {0: 1, 1: 5}, {0: 1, 1: 1}, {0: 1, 1: 1}] instead...
    scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html
    Mon Dec 29 13:14:48 GMT 2025
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  7. Curve Fitting with Bayesian Ridge Regression &#...

    values (alpha_init = 1.90, lambda_init = 1.), the bias of the resulting...scale = 0.1 , size = size ) x_test = np . linspace ( 0.0 , 1.0 , 100...
    scikit-learn.org/stable/auto_examples/linear_model/plot_bayesian_ridge_curvefit.html
    Mon Dec 29 13:14:49 GMT 2025
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  8. Nearest Centroid Classification — scikit-...

    1 ], c = y , cmap = cmap_bold ,...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nearest_centroid.html
    Mon Dec 29 13:14:48 GMT 2025
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  9. Demo of HDBSCAN clustering algorithm — sc...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1.5 , - 1.5 ]] X , labels_true...== - 1 : # Black used for noise. col = [ 0 , 0 , 0 , 1 ] class_index...
    scikit-learn.org/stable/auto_examples/cluster/plot_hdbscan.html
    Mon Dec 29 13:14:49 GMT 2025
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  10. Plot individual and voting regression predictio...

    random_state = 1 ) reg2 = RandomForestRegresso ( random_state = 1 ) reg3...range `[1, inf)`. 100 subsample subsample: float, default=1.0 The...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html
    Mon Dec 29 13:14:48 GMT 2025
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