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Recently Deprecated — scikit-learn 1.5.0 docume...
Deprecated # To be removed in 1.7 utils.discovery.all_estimators...from sklearn . To be removed in 1.6 utils.parallel_backend util...scikit-learn.org/stable/api/deprecated.html -
Displaying Pipelines — scikit-learn 1.5.0 docum...
n_jobs = 1 ) grid_search # click on the diagram...RandomForestClassifi())]), n_jobs=1, param_grid={'classifier__criterion':...scikit-learn.org/stable/auto_examples/miscellaneous/plot_pipeline_display.html -
sparse_encode — scikit-learn 1.5.0 documentation
1 , 0 ], ... [ - 1 , - 1 , 2 ], ... [ 1 , 1 , 1 ], ......>>> X = np . array ([[ - 1 , - 1 , - 1 ], [ 0 , 0 , 3 ]]) >>> dictionary...scikit-learn.org/stable/modules/generated/sklearn.decomposition.sparse_encode.html -
polynomial_kernel — scikit-learn 1.5.0 document...
[ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>..., degree = 2 ) array([[1. , 1. ], [1.77..., 2.77...]]) On this...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.polynomial_kernel.html -
pairwise_kernels — scikit-learn 1.5.0 documenta...
[ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 , 1 , 0 ]] >>>...means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.pairwise_kernels.html -
ward_tree — scikit-learn 1.5.0 documentation
array ([[ 1 , 2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 4 , 2...children ndarray of shape (n_nodes-1, 2) The children of each non-leaf...scikit-learn.org/stable/modules/generated/sklearn.cluster.ward_tree.html -
Plot classification probability — scikit-learn ...
shape [ 1 ] C = 10 kernel = 1.0 * RBF ([ 1.0 , 1.0 ]) # for...for { name } : { accuracy : 0.1% } " ) for label in np . unique...scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html -
Release Highlights for scikit-learn 1.1 — sciki...
0 1.0 1 0.0 0.0 1.0 2 1.0 0.0 0.0 3 0.0 1.0 0.0 Performance...Highlights for scikit-learn 1.1 # We are pleased to announce...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_1_0.html -
Lasso and Elastic Net — scikit-learn 1.5.0 docu...
legend (( l1 [ - 1 ], l2 [ - 1 ]), ( "Lasso" , "Elastic-Net"...plt . legend (( l1 [ - 1 ], l2 [ - 1 ]), ( "Lasso" , "positive...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_coordinate_descent_path.html -
RBF SVM parameters — scikit-learn 1.5.0 documen...
1 , 1e2 ] gamma_2d_range = [ 1e-1 , 1 , 1e1 ] classifiers..., self . vmax ], [ 0 , 0.5 , 1 ] return np . ma . masked_array...scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html