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One-class SVM with non-linear kernel (RBF) — sc...
reshape ( - 1 , 1 ), yy . reshape ( - 1 , 1 )], axis = 1 ) DecisionBoundaryDisp...OneClassSVM ( nu = 0.1 , kernel = "rbf" , gamma = 0.1 ) clf . fit (...scikit-learn.org/stable/auto_examples/svm/plot_oneclass.html -
9.3. Parallelism, resource management, and conf...
1.1. Higher-level parallelism with...management, and configuration # 9.3.1. Parallelism # Some scikit-learn...scikit-learn.org/stable/computing/parallelism.html -
Failure of Machine Learning to infer causal eff...
"parent hourly wage" : 1.0 , } ) hourly_wages = ( true_coef...abilities + rng . normal ( 0 , 1 , size = n_samples ) ) hourly_wages...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
Biclustering documents with the Spectral Co-clu...
Done in 1.56s. V-measure: 0.4415 MiniBatchKMeans......alphalpha, proline, benson bicluster 1 : 1948 documents, 4325 words categories...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html -
Comparing randomized search and grid search for...
= 3 ): for i in range ( 1 , n_top + 1 ): candidates = np . flatnonzero...parameter settings. Model with rank: 1 Mean validation score: 0.993 (std:...scikit-learn.org/stable/auto_examples/model_selection/plot_randomized_search.html -
Class Likelihood Ratios to measure classificati...
param to positive negative mean 1.0 1.0 std 0.0 0.0 The absence of...linspace ( 0.1 , 0.8 , 6 ) weights = weights [:: - 1 ] # fit and...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
A demo of K-Means clustering on the handwritten...
1 ] . min () - 1 , reduced_data [:, 1 ] . max () + 1 xx ,.... min () - 1 , reduced_data [:, 0 ] . max () + 1 y_min , y_max...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_digits.html -
Comparing random forests and the multi-output m...
RandomState ( 1 ) X = np . sort ( 200 * rng . rand ( 600 , 1 ) - 100...( y_test [:, 0 ], y_test [:, 1 ], edgecolor = "k" , c = "navy"...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_regression_multioutput.html -
Lasso model selection: AIC-BIC / cross-validati...
465730 1 -0.001882 -0.026328 0.074412 -0.092204 -1.012831 -1.412304...-0.036656 -0.036038 -0.009362 -1.478522 1.057122 0.324084 0.611676...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_model_selection.html -
Multilabel classification using a classifier ch...
max ( model_scores ) * 1.1 ]) colors = [ "r" ] + [ "b" ]...model_names = ( "Independent" , "Chain 1" , "Chain 2" , "Chain 3" , "Chain...scikit-learn.org/stable/auto_examples/multioutput/plot_classifier_chain_yeast.html