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  1. SparseRandomProjection — scikit-learn 1.8...

    with probability 1 / 2s 0 with probability 1 - 1 / s +sqrt(s) /...Added in version 1.1. density_ float in range 0.0 - 1.0 Concrete density...
    scikit-learn.org/stable/modules/generated/sklearn.random_projection.SparseRandomProjection.html
    Mon Feb 02 09:23:44 GMT 2026
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  2. MiniBatchNMF — scikit-learn 1.8.0 documen...

    array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 On this page...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchNMF.html
    Mon Feb 02 09:23:44 GMT 2026
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  3. HuberRegressor — scikit-learn 1.8.0 docum...

    epsilon = 1.35 , max_iter = 100 , alpha =...Parameters : epsilon float, default=1.35 The parameter epsilon controls...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.HuberRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  4. Evaluation of outlier detection estimators &#82...

    in pandas 1.5.1 were mapped to np.nan in pandas 2.0.1 X [ &quo...lue" , unknown_value =- 1 ) preprocessor = ColumnTransformer...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html
    Mon Feb 02 09:23:44 GMT 2026
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  5. RocCurveDisplay — scikit-learn 1.8.0 docu...

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise..., 0 , 1 , 1 ]) >>> y_score = np . array ([ 0.1 , 0.4...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.RocCurveDisplay.html
    Mon Feb 02 09:23:44 GMT 2026
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  6. BisectingKMeans — scikit-learn 1.8.0 docu...

    array ([[ 1 , 1 ], [ 10 , 1 ], [ 3 , 1 ], ... [ 10 , 0...scikit-learn 1.1 Release Highlights for scikit-learn 1.1 On this page...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.BisectingKMeans.html
    Mon Feb 02 09:23:44 GMT 2026
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  7. Version 0.22 — scikit-learn 1.8.0 documen...

    given for both n_jobs=1 or n_jobs>1 both with shared memory...results between n_jobs=1 and n_jobs>1 due to the handling of...
    scikit-learn.org/stable/whats_new/v0.22.html
    Mon Feb 02 09:23:44 GMT 2026
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  8. Multilabel classification — scikit-learn ...

    1 ]) max_y = np . max ( X [:, 1 ]) classif = OneVsRestClassifier...[:, 1 ]) . nonzero () plt . scatter ( X [:, 0 ], X [:, 1 ], s...
    scikit-learn.org/stable/auto_examples/miscellaneous/plot_multilabel.html
    Mon Feb 02 09:23:44 GMT 2026
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  9. QuantileRegressor — scikit-learn 1.8.0 do...

    alpha = 1.0 , fit_intercept = True , solver...User Guide . Added in version 1.0. Parameters : quantile float,...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.QuantileRegressor.html
    Mon Feb 02 09:23:44 GMT 2026
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  10. BayesianRidge — scikit-learn 1.8.0 docume...

    [ 1 , 1 ], [ 2 , 2 ]], [ 0 , 1 , 2 ]) BayesianRidge()...>>> clf . predict ([[ 1 , 1 ]]) array([1.]) fit ( X , y , sample_weight...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.BayesianRidge.html
    Mon Feb 02 09:23:44 GMT 2026
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