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  1. MultiTaskLasso — scikit-learn 1.7.2 docum...

    1 ) >>> clf . fit ([[ 0 , 1 ], [ 1 , 2 ], [...0 ], [ 1 , 1 ], [ 2 , 3 ]]) MultiTaskLasso(alpha=0.1) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLasso.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. DetCurveDisplay — scikit-learn 1.7.2 docu...

    y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...y_true is in {-1, 1} or {0, 1}, pos_label is set to 1, otherwise...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.DetCurveDisplay.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. ClassifierChain — scikit-learn 1.7.2 docu...

    X_test ) array([[1., 1., 0.], [1., 0., 0.], [0., 1., 0.]]) >>>...order = [ 0 , 1 , 2 , ... , Y . shape [ 1 ] - 1 ] The order of...
    scikit-learn.org/stable/modules/generated/sklearn.multioutput.ClassifierChain.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. MLPClassifier — scikit-learn 1.7.2 docume...

    :]) array([1, 0, 1, 0, 1]) >>> clf . score...sigmoid function, returns f(x) = 1 / (1 + exp(-x)). ‘tanh’, the hyperbolic...
    scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPClassifier.html
    Fri Dec 05 17:52:55 GMT 2025
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  5. TweedieRegressor — scikit-learn 1.7.2 doc...

    float64(1.600) >>> clf . predict ([[ 1 , 1 ], [ 3 ,...< 1 , no distribution exists. alpha float, default=1 Constant...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.TweedieRegressor.html
    Fri Dec 05 17:52:55 GMT 2025
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  6. Time-related feature engineering — scikit...

    spring 0 1 0 False 6 False clear 9.84 14.395 0.81 0.0000 1 spring...spring 0 1 1 False 6 False clear 9.02 13.635 0.80 0.0000 2 spring...
    scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. GradientBoostingRegressor — scikit-learn ...

    1 , n_estimators = 100 , subsample = 1.0 , criterion...in the range [1, inf) . subsample float, default=1.0 The fraction...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.GradientBoostingRegressor.html
    Fri Dec 05 17:52:54 GMT 2025
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  8. Demo of DBSCAN clustering algorithm — sci...

    centers = [[ 1 , 1 ], [ - 1 , - 1 ], [ 1 , - 1 ]] X , labels_true...len ( set ( labels )) - ( 1 if - 1 in labels else 0 ) n_noise_...
    scikit-learn.org/stable/auto_examples/cluster/plot_dbscan.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. RandomForestRegressor — scikit-learn 1.7....

    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.RandomForestRegressor.html
    Fri Dec 05 17:52:55 GMT 2025
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  10. Combine predictors using stacking — sciki...

    unknown_value =- 1 , encoded_missing_value =- 2 ,..._value', unknown_value=-1), <sklearn.compose._column...
    scikit-learn.org/stable/auto_examples/ensemble/plot_stack_predictors.html
    Fri Dec 05 17:52:54 GMT 2025
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