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  1. Robust vs Empirical covariance estimate — sciki...

    5 )[ 1 : - 1 ], ) ) . astype ( int ) # definition...= 11 ) plt . subplot ( 2 , 1 , 1 ) lw = 2 plt . errorbar ( range_n_outliers...
    scikit-learn.org/stable/auto_examples/covariance/plot_robust_vs_empirical_covariance.html
    Fri Jun 06 09:13:47 UTC 2025
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  2. Version 0.23 — scikit-learn 1.7.0 documentation

    arguments n_classes < 1 OR length < 1 . #16006 by Rushabh Vasani...Bruno Charron . Version 0.23.1 # May 18 2020 Changelog # sklearn.cluster...
    scikit-learn.org/stable/whats_new/v0.23.html
    Fri Jun 06 09:13:48 UTC 2025
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  3. radius_neighbors_graph — scikit-learn 1.7.0 doc...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) On this...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.radius_neighbors_graph.html
    Fri Jun 06 09:13:47 UTC 2025
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  4. Plot individual and voting regression predictio...

    random_state = 1 ) reg2 = RandomForestRegresso ( random_state = 1 ) reg3...state=1)), ('rf', RandomForestRegresso(random_state=1)), ('lr',...
    scikit-learn.org/stable/auto_examples/ensemble/plot_voting_regressor.html
    Fri Jun 06 09:13:47 UTC 2025
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  5. RocCurveDisplay — scikit-learn 1.7.0 documentation

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...([ 0 , 0 , 1 , 1 ]) >>> y_score = np . array ([ 0.1 , 0.4 , 0.35...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.RocCurveDisplay.html
    Fri Jun 06 09:13:47 UTC 2025
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  6. RadiusNeighborsClassifier — scikit-learn 1.7.0 ...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) score (...[[ 0 ], [ 1 ], [ 2 ], [ 3 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>> from...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html
    Fri Jun 06 09:13:46 UTC 2025
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  7. Multiclass sparse logistic regression on 20newg...

    accuracies = [ 1 / n_classes ] times = [ 0 ] densities = [ 1 ] model_params...model_params [ "iters" ][ - 1 ], model , times [ - 1 ]) ) fig = plt . figure...
    scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_20newsgroups.html
    Fri Jun 06 09:13:46 UTC 2025
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  8. NuSVC — scikit-learn 1.7.0 documentation

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...default=-1 Hard limit on iterations within solver, or -1 for no...
    scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVC.html
    Fri Jun 06 09:13:47 UTC 2025
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  9. RadiusNeighborsTransformer — scikit-learn 1.7.0...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) set_output...who’s the closest point to [1, 1, 1]: >>> import numpy as np >>>...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsTransformer.html
    Fri Jun 06 09:13:47 UTC 2025
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  10. IsolationForest — scikit-learn 1.7.0 documentation

    1 ], [ 0 ], [ 90 ]]) array([ 1, 1, -1]) For an example...from 0.1 to 'auto' . max_features int or float, default=1.0 The...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html
    Fri Jun 06 09:13:47 UTC 2025
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