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  1. IsolationForest — scikit-learn 1.7.2 docu...

    2: base_estimator_ was renamed to...International Conference on. [ 2 ] Liu, Fei Tony, Ting, Kai Ming...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.IsolationForest.html
    Fri Dec 05 17:52:55 GMT 2025
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  2. 7.5. Unsupervised dimensionality reduction &#82...

    2. Random projections # The module:...
    scikit-learn.org/stable/modules/unsupervised_reduction.html
    Fri Dec 05 17:52:54 GMT 2025
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  3. Non-negative least squares — scikit-learn...

    In this example, we fit a linear model with positive constraints on the regression coefficients and compare the estimated coefficients to a classic linear regression. Generate some random data Spli...
    scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html
    Fri Dec 05 17:52:54 GMT 2025
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  4. Gaussian Process for Machine Learning — s...

    Examples concerning the sklearn.gaussian_process module. Ability of Gaussian process regression (GPR) to estimate data noise-level Comparison of kernel ridge and Gaussian process regression Forecas...
    scikit-learn.org/stable/auto_examples/gaussian_process/index.html
    Fri Dec 05 17:52:54 GMT 2025
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  5. StackingClassifier — scikit-learn 1.7.2 d...

    2 (1992): 241-259. Examples >>>...(n_samples, n_classes * (n_classes-1) / 2) The decision function computed...
    scikit-learn.org/stable/modules/generated/sklearn.ensemble.StackingClassifier.html
    Fri Dec 05 17:52:54 GMT 2025
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  6. Online learning of a dictionary of parts of fac...

    2 , 4 )) for i , patch in enumerate...
    scikit-learn.org/stable/auto_examples/cluster/plot_dict_face_patches.html
    Fri Dec 05 17:52:55 GMT 2025
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  7. L1 Penalty and Sparsity in Logistic Regression ...

    " % l1_ratio ) axes_row [ 2 ] . set_title ( "L2 penalty"...
    scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html
    Fri Dec 05 17:52:55 GMT 2025
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  8. Gradient Boosting Out-of-Bag estimates — ...

    staged_predict_proba ( X_test )): score [ i ] = 2 * log_loss ( y_test , y_proba...
    scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html
    Fri Dec 05 17:52:54 GMT 2025
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  9. Comparing Nearest Neighbors with and without Ne...

    2 ]] X_train , X_test , y_train...
    scikit-learn.org/stable/auto_examples/neighbors/plot_nca_classification.html
    Fri Dec 05 17:52:55 GMT 2025
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  10. Nested versus non-nested cross-validation &#821...

    This example compares non-nested and nested cross-validation strategies on a classifier of the iris data set. Nested cross-validation (CV) is often used to train a model in which hyperparameters al...
    scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html
    Fri Dec 05 17:52:54 GMT 2025
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