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  1. make_hastie_10_2 — scikit-learn 1.7.2 doc...

    float64(-1.0), np.float64(1.0), np.float64(-1.0), np.float64(1.0),...i ] = 1 if np . sum ( X [ i ] ** 2 ) > 9.34 else - 1 Read more...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_hastie_10_2.html
    Fri Dec 05 17:52:54 GMT 2025
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  2. IsotonicRegression — scikit-learn 1.7.2 d...

    1 , .2 ]) array([1.8628, 3.7256]) fit (...n_samples = 10 , n_features = 1 , random_state = 41 ) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. LabelSpreading — scikit-learn 1.7.2 docum...

    means 1 unless in a joblib.parallel_backend context. -1 means...Clamping factor. A value in (0, 1) that specifies the relative amount...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.LabelSpreading.html
    Fri Dec 05 17:52:55 GMT 2025
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  4. silhouette_samples — scikit-learn 1.7.2 d...

    The best value is 1 and the worst value is -1. Values near 0 indicate...<= n_labels <= n_samples - 1 . This function returns the Silhouette...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_samples.html
    Fri Dec 05 17:52:54 GMT 2025
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  5. StandardScaler — scikit-learn 1.7.2 docum...

    ( data )) [[-1. -1.] [-1. -1.] [ 1. 1.] [ 1. 1.]] >>>...0 , 0 ], [ 0 , 0 ], [ 1 , 1 ], [ 1 , 1 ]] >>> scaler...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html
    Fri Dec 05 17:52:54 GMT 2025
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  6. 3.1. Cross-validation: evaluating estimator per...

    3] [0 1] [1 3] [0 2] [1 2] [0 3] [0 3] [1 2] [0 2] [1 3] [0 1]...= [ 1 , 1 , 1 , 2 , 2 , 2 ] >>> groups = [ 1 , 1 , 2...
    scikit-learn.org/stable/modules/cross_validation.html
    Fri Dec 05 17:52:54 GMT 2025
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  7. SplineTransformer — scikit-learn 1.7.2 do...

    n_splines=n_knots + degree - 1 ( n_knots - 1 for extrapolation="periodic"...degree - 1 for non-periodic splines and n_knots - 1 for periodic...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.SplineTransformer.html
    Fri Dec 05 17:52:55 GMT 2025
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  8. HDBSCAN — scikit-learn 1.7.2 documentation

    means 1 unless in a joblib.parallel_backend context. -1 means.... labels_ ) . tolist () [-1, 0, 1, 2, 3, 4, 5, 6, 7] dbscan_clustering...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.HDBSCAN.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. make_swiss_roll — scikit-learn 1.7.2 docu...

    algorithm is from Marsland [1]. References [ 1 ] S. Marsland, “Machine...from Stephen Marsland’s code [1]. Parameters : n_samples int,...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_swiss_roll.html
    Fri Dec 05 17:52:55 GMT 2025
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  10. MLPRegressor — scikit-learn 1.7.2 documen...

    returns f(x) = 1 / (1 + exp(-x)). ‘tanh’, the hyperbolic...random_state = 1 , max_iter = 2000 , tol = 0.1 ) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html
    Fri Dec 05 17:52:55 GMT 2025
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