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7.8. Pairwise metrics, Affinities and Kernels &...
for choosing gamma is 1 / num_features S = 1. / (D / np.max(D))...>>> Y = np . array ([[ 1 , 0 ], [ 2 , 1 ]]) >>> pairwise_distances...scikit-learn.org/stable/modules/metrics.html -
2.6. Covariance estimation — scikit-learn...
1. Empirical covariance # The covariance...2.6.2. Shrunk Covariance # 2.6.2.1. Basic shrinkage # Despite being...scikit-learn.org/stable/modules/covariance.html -
SVM: Maximum margin separating hyperplane ̵...
levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles...support_vectors_ [:, 1 ], s = 100 , linewidth = 1 , facecolors = "none"...scikit-learn.org/stable/auto_examples/svm/plot_separating_hyperplane.html -
Gaussian process classification (GPC) on iris d...
y ) kernel = 1.0 * RBF ([ 1.0 , 1.0 ]) gpc_rbf_anisotropic...() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_iris.html -
Gaussian Mixture Model Sine Curve — sciki...
1 , 1 + index ) for i , ( mean , covar...random . normal ( 0 , 0.1 ) X [ i , 1 ] = 3.0 * ( np . sin ( x...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_sin.html -
Early stopping of Stochastic Gradient Descent &...
version = 1 , as_frame = False ) # take only...n_iter_no_change = 3 , tol = 0.1 ), "Validation score"...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Explicit feature map approximation for RBF kern...
reshape ( - 1 , data . shape [ 1 ]) # title for the plots...y_max]. plt . subplot ( 1 , 3 , i + 1 ) Z = clf . predict ( flat_grid...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_approximation.html -
Density Estimation for a Gaussian mixture ̵...
norm = LogNorm ( vmin = 1.0 , vmax = 1000.0 ), levels =...X_train [:, 0 ], X_train [:, 1 ], 0.8 ) plt . title ( "Negative...scikit-learn.org/stable/auto_examples/mixture/plot_gmm_pdf.html -
TomcatLoadTimeWeaver (Spring Framework 7.0.1 API)
declaration: package: org.springframework.instrument.classloading.tomcat, class: TomcatLoadTimeWeaverdocs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/instrument/classload... -
SimpleAutowireCandidateResolver (Spring Framewo...
declaration: package: org.springframework.beans.factory.support, class: SimpleAutowireCandidateResolverdocs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/beans/factory/suppor...