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  1. pair_confusion_matrix — scikit-learn 1.8....

    2 ], [ 0 , 0 , 1 , 1 ]) array([[8, 2], [0, 2]]... Note...confusion matrix \(C\) computes a 2 by 2 similarity matrix between two...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.cluster.pair_confusion_matrix.html
    Mon Feb 23 17:51:57 GMT 2026
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  2. HuberRegressor vs Ridge on dataset with strong ...

    2.0 , size = 4 ) X_outliers [: 2 , :] += X . max...y_outliers [: 2 ] += y . min () - y . mean () / 4.0 y_outliers [ 2 :] +=...
    scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html
    Mon Feb 23 17:51:56 GMT 2026
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  3. ARDRegression — scikit-learn 1.8.0 docume...

    [ 2 , 2 ]], [ 0 , 1 , 2 ]) ARDRegression() >>>...float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...
    scikit-learn.org/stable/modules/generated/sklearn.linear_model.ARDRegression.html
    Mon Feb 23 17:51:57 GMT 2026
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  4. 7.9. Transforming the prediction target (y) &#8...

    y = [[ 2 , 3 , 4 ], [ 2 ], [ 0 , 1 , 3 ], [ 0 , 1 , 2 , 3 , 4...>>> lb . fit ([ 1 , 2 , 6 , 4 , 2 ]) LabelBinarizer() >>>...
    scikit-learn.org/stable/modules/preprocessing_targets.html
    Mon Feb 23 17:51:56 GMT 2026
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  5. LeaveOneGroupOut — scikit-learn 1.8.0 doc...

    Fold 0: Train: index=[2 3], group=[2 2] Test: index=[0 1], group=[1...group=[1 1] Test: index=[2 3], group=[2 2] get_metadata_routing...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneGroupOut.html
    Mon Feb 23 17:51:56 GMT 2026
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  6. r2_score — scikit-learn 1.8.0 documentation

    = [ - 2 , - 2 , - 2 ] >>> y_pred = [ - 2 , - 2 , - 2...= [ - 2 , - 2 , - 2 ] >>> y_pred = [ - 2 , - 2 , - 2...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.r2_score.html
    Mon Feb 23 17:51:57 GMT 2026
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  7. auc — scikit-learn 1.8.0 documentation

    2 , 2 ]) >>> y_score = np...y_true , y_score , pos_label = 2 ) >>> metrics . auc (...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.auc.html
    Mon Feb 23 17:51:57 GMT 2026
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  8. LocallyLinearEmbedding — scikit-learn 1.8...

    (n_components + 1) / 2 . see reference [2] modified : use the...n_neighbors = 5 , n_components = 2 , reg = 0.001 , eigen_solver =...
    scikit-learn.org/stable/modules/generated/sklearn.manifold.LocallyLinearEmbedding.html
    Mon Feb 23 17:51:56 GMT 2026
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  9. TimeSeriesSplit — scikit-learn 1.8.0 docu...

    2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 ,...1] Test: index=[2] Fold 2: Train: index=[0 1 2] Test: index=[3]...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.TimeSeriesSplit.html
    Mon Feb 23 17:51:56 GMT 2026
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  10. Learn about regression algorithms - IBM Developer

    y = w 0 + w 1 x 1 + w 2 x 2 + .... + w n * x n In the following...regression. y = w 0 + w 1 x 1 + w 2 x 2 1 + .... + w n * x n n Even...
    developer.ibm.com/learningpaths/learning-path-machine-learning-for-developers/learn-regression-al...
    Tue Feb 17 06:25:25 GMT 2026
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