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L1 Penalty and Sparsity in Logistic Regression ...
axes_row ) in enumerate ( zip (( 1 , 0.1 , 0.01 ), axes )): # Increase...of the models for varying C. C=1.00 Sparsity with L1 penalty: 4.69%...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_l1_l2_sparsity.html -
Semi-supervised Classification on a Text Datase...
sum ( 1 for x in y_train if x == - 1 )) clf . fit (...training set: 1706 End of iteration 1, added 1076 new labels. End of...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
Gradient Boosting Out-of-Bag estimates — ...
subsample < 1.0 ), the estimates are derived...y = random_state . binomial ( 1 , p , size = n_samples ) X = np...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.html -
Segmenting the picture of greek coins in region...
1.96s Spectral clustering: discretize, 1.69s Spectral...the # actual image. For beta=1, the segmentation is close to...scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html -
Adjustment for chance in clustering performance...
mean ( axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...scores , axis = 1 ), scores . std ( axis = 1 ), alpha = 0.8 ,...scikit-learn.org/stable/auto_examples/cluster/plot_adjusted_for_chance_measures.html -
Gaussian Mixture Models — scikit-learn 1....
Examples concerning the sklearn.mixture module. Concentration Prior Type Analysis of Variation Bayesian Gaussian Mixture Density Estimation for a Gaussian mixture GMM Initialization Methods GMM cov...scikit-learn.org/stable/auto_examples/mixture/index.html -
Regularization path of L1- Logistic Regression ...
1 , 16 ) Create a pipeline with...i in range ( coefs_ . shape [ 1 ]): plt . semilogx ( cs , coefs_...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic_path.html -
7.5. Unsupervised dimensionality reduction R...
1. PCA: principal component analysis...scikit-learn.org/stable/modules/unsupervised_reduction.html -
org.springframework.scripting.groovy Class Hier...
tree: package: org.springframework.scripting.groovydocs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/scripting/groovy/pac... -
org.springframework.messaging.core Class Hierar...
tree: package: org.springframework.messaging.coredocs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/messaging/core/packa...