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1.4. Support Vector Machines — scikit-learn 1.6...
sets the parameter C of class class_label to C * value . The figure...sets the parameter C for the i-th example to C * sample_weight[i]...scikit-learn.org/stable/modules/svm.html -
Plot the support vectors in LinearSVC — scikit-...
SVM loss clf = LinearSVC ( C = C , loss = "hinge" , random_state..."k" , ) plt . title ( "C=" + str ( C )) plt . tight_layout ()...scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html -
Importance of Feature Scaling — scikit-learn 1....
"Optimal C for the unscaled PCA: { unscaled_clf [ - 1 ] . C_ [ 0...scaled_clf [ - 1 ] . C_ [ 0 ] : .2f } " ) Optimal C for the unscaled...scikit-learn.org/stable/auto_examples/preprocessing/plot_scaling_importance.html -
Comparison of kernel ridge regression and SVR —...
param_grid = { "C" : [ 1e0 , 1e1 , 1e2 , 1e3 ],...kr_predict )) Best SVR with params: {'C': 1.0, 'gamma': np.float64(0.1)}...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html -
Kernel PCA — scikit-learn 1.6.1 documentation
c = y_train ) train_ax . set_ylabel...X_test [:, 0 ], X_test [:, 1 ], c = y_test ) test_ax . set_xlabel...scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html -
SVM Margins Example — scikit-learn 1.6.1 docume...
parameter C has on the separation line. A large value of C basically...separation. A small value of C includes more/all the observations,...scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html -
SVC — scikit-learn 1.6.1 documentation
the parameter C of class i to class_weight[i]*C for SVC. If not...class sklearn.svm. SVC ( * , C = 1.0 , kernel = 'rbf' , degree...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html -
7.3. Generated datasets — scikit-learn 1.6.1 do...
c = y ) plt . title ( "Three normally-distributed...scatter ( X [:, 0 ], X [:, 1 ], c = Y ) axs [ i ] . set_title (...scikit-learn.org/stable/datasets/sample_generators.html -
NuSVR — scikit-learn 1.6.1 documentation
C float, default=1.0 Penalty parameter C of the error...sklearn.svm. NuSVR ( * , nu = 0.5 , C = 1.0 , kernel = 'rbf' , degree...scikit-learn.org/stable/modules/generated/sklearn.svm.NuSVR.html -
Ordinary Least Squares and Ridge Regression Var...
c_ [ 0.5 , 1 ] . T y_train = [ 0.5...0.5 , 1 ] X_test = np . c_ [ 0 , 2 ] . T np . random . seed (...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge_variance.html