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  1. OPTICS — scikit-learn 1.7.2 documentation

    2 (1999): 49-60. [ 2 ] Schubert, Erich, Michael...>>> X = np . array ([[ 1 , 2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...
    scikit-learn.org/stable/modules/generated/sklearn.cluster.OPTICS.html
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  2. train_test_split — scikit-learn 1.7.2 doc...

    2 1 4.9 3.0 1.4 0.2 2 4.7 3.2 1.3 0.2 3 4.6 3.1 1.5...73 6.1 2.8 4.7 1.2 18 5.7 3.8 1.7 0.3 118 7.7 2.6 6.9 2.3 78 6.0...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html
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  3. root_mean_squared_error — scikit-learn 1....

    2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>>...>>> y_pred = [[ 0 , 2 ],[ - 1 , 2 ],[ 8 , - 5 ]] >>>...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.root_mean_squared_error.html
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  4. NearestNeighbors — scikit-learn 1.7.2 doc...

    2 , return_distance = False ) array([[2, 0]]...) >>>...array([[2]])) As you can see, it returns [[0.5]], and [[2]], which...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestNeighbors.html
    Sat Nov 15 10:03:26 GMT 2025
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  5. rand_score — scikit-learn 1.7.2 documenta...

    of Classification 2, 193–218 (1985). . [ 2 ] Wikipedia: Simple...predicted and true clusterings [1] [2] . The raw RI score [3] is: RI...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html
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  6. KNeighborsTransformer — scikit-learn 1.7....

    array([[2]])) As you can see, it returns [[0.5]], and [[2]], which..., metric = 'minkowski' , p = 2 , metric_params = None , n_jobs...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html
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  7. LabelBinarizer — scikit-learn 1.7.2 docum...

    2 , 6 , 4 , 2 ]) LabelBinarizer() >>>...array([0, 1, 2]) >>> lb . transform ([ 0 , 1 , 2 , 1 ]) array([[1,...
    scikit-learn.org/stable/modules/generated/sklearn.preprocessing.LabelBinarizer.html
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  8. mean_poisson_deviance — scikit-learn 1.7....

    = [ 2 , 0 , 1 , 4 ] >>> y_pred = [ 0.5 , 0.5 , 2. , 2....2. ] >>> mean_poisson_deviance ( y_true , y_pred ) 1.4260......
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mean_poisson_deviance.html
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  9. IsotonicRegression — scikit-learn 1.7.2 d...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...Operations Research Vol. 14, No. 2 (May, 1989), pp. 303-308 Isotone...
    scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html
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  10. QuantileRegressor — scikit-learn 1.7.2 do...

    float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...n_samples , n_features = 10 , 2 >>> rng = np . random...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.QuantileRegressor.html
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