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check_symmetric — scikit-learn 1.7.2 documentation
. array ([[ 0 , 1 , 2 ], [ 1 , 0 , 1 ], [ 2 , 1 , 0 ]]) >>> check_symmetric...check_symmetric ( symmetric_array ) array([[0, 1, 2], [1, 0, 1], [2, 1, 0]])...scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_symmetric.html -
robust_scale — scikit-learn 1.7.2 documentation
array([[-1., 1., 1.], [ 1., -1., -1.]]) >>> robust_scale ( X ,...2 ], [ - 1 , 0 , 1 ]] >>> robust_scale ( X , axis = 0 ) # scale...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.robust_scale.html -
Release Highlights for scikit-learn 1.4 — sciki...
f64 -0.215666 0.0 1.0 0.862662 1.0 0.0 1.401826 0.0 1.0 -0.754829...100 ], "pet" : [ "dog" , "cat" , "dog" , "cat" , "cat" ]} ) preprocessor...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
sklearn.svm — scikit-learn 1.7.2 documentation
to top Ctrl + K GitHub Choose version sklearn.svm # Support vector...Regression. NuSVC Nu-Support Vector Classification. NuSVR Nu Support...scikit-learn.org/stable/api/sklearn.svm.html -
sklearn.tree — scikit-learn 1.7.2 documentation
to top Ctrl + K GitHub Choose version sklearn.tree # Decision tree...decision tree. Plotting # plot_tree Plot a decision tree....scikit-learn.org/stable/api/sklearn.tree.html -
Plot the decision surface of decision trees tra...
enumerate ([[ 0 , 1 ], [ 0 , 2 ], [ 0 , 3 ], [ 1 , 2 ], [ 1 , 3 ],...plt . subplot ( 2 , 3 , pairidx + 1 ) plt . tight_layout ( h_pad...scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html -
Compare the effect of different scalers on data...
PowerTransformer ( method = "box-cox" ) . fit_transform ( X ), ), ( "Data...scaling" , MaxAbsScaler () . fit_transform ( X )), ( "Data after robust...scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html -
Clustering text documents using k-means — sciki...
= [ "alt.atheism" , "talk.religion.misc" , "comp.graphics" , "sci.space"..."headers" , "footers" , "quotes" ), subset = "all" , categories...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Imputing missing values with variants of Iterat...
tolerances = ( 1e-3 , 1e-1 , 1e-1 , 1e-2 ) for ( name , impute_estimator...alpha = 1e4 ) ), ), ( "k-NN" , KNeighborsRegressor ( n_neighbors...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html -
ROC Curve with Visualization API — scikit-learn...
Parameters C 1.0 kernel 'rbf' degree 3 gamma 'scale' coef0 0.0 shrinking...= 42 ) rfc . fit ( X_train , y_train ) ax = plt . gca () rfc_disp...scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html