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Plot the decision surfaces of ensembles of tree...
() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...min () - 1 , X [:, 1 ] . max () + 1 xx , yy = np . meshgrid (...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_iris.html -
Sparse coding with a precomputed dictionary ...
subplot ( 1 , 2 , subplot + 1 ) plt . title ( "Sparse...transform ( y . reshape ( 1 , - 1 )) density = len ( np . flatnonzero...scikit-learn.org/stable/auto_examples/decomposition/plot_sparse_coding.html -
make_pipeline — scikit-learn 1.8.0 docume...
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.0 Release Highlights for scikit-learn 1.0 Release...scikit-learn.org/stable/modules/generated/sklearn.pipeline.make_pipeline.html -
Scaling the regularization parameter for SVCs &...
) axes [ 1 ] . set_title ( "Scaling C by sqrt(1 / n_samples)"...) axes [ 1 ] . set_title ( "Scaling C by sqrt(1 / n_samples)"...scikit-learn.org/stable/auto_examples/svm/plot_svm_scale_c.html -
Post-tuning the decision threshold for cost-sen...
array([1.e-06, 1.e-05, 1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00,...array([1.e-06, 1.e-05, 1.e-04, 1.e-03, 1.e-02, 1.e-01, 1.e+00,...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
check_estimator — scikit-learn 1.8.0 docu...
scikit-learn 1.6 Release Highlights for scikit-learn 1.6 On this...specific category. Added in version 1.6. expected_failed_checks dict,...scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html -
Ledoit-Wolf vs OAS estimation — scikit-le...
covariance matrix (AR(1) process) r = 0.1 real_cov = toeplitz (...plot MSE plt . subplot ( 2 , 1 , 1 ) plt . errorbar ( n_samples_range...scikit-learn.org/stable/auto_examples/covariance/plot_lw_vs_oas.html -
Neighborhood Components Analysis Illustration &...
n_clusters_per_class = 1 , class_sep = 1.0 , random_state = 0 ,...], pt_j [ 0 ]], [ pt_i [ 1 ], pt_j [ 1 ]]) ax . plot ( * line ,...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_illustration.html -
Contributing — scikit-learn 1.8.0 documen...
setting SKLEARN_RUN_FLOAT32_TESTS=1 . See Environment variables for...environment variable NO_MATHJAX=1 if you intend to view the documentation...scikit-learn.org/stable/developers/contributing.html -
WhiteKernel — scikit-learn 1.8.0 document...
WhiteKernel ( noise_level = 1.0 , noise_level_bounds = (1e-05,...: noise_level float, default=1.0 Parameter controlling the noise...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.WhiteKernel.html