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Post-tuning the decision threshold for cost-sen...
]( est , X_test , y_test ), scoring [ "precision" ]( est , X_test..."fpr" ]( est , X_test , y_test ), scoring [ "tpr" ]( est , X_test...scikit-learn.org/stable/auto_examples/model_selection/plot_cost_sensitive_learning.html -
Elasticsearch BBQ vs. OpenSearch FAISS: Vector ...
conducted these performance tests to provide clear, data-driven...three different datasets and tested different combinations of engines...www.elastic.co/search-labs/blog/elasticsearch-bbq-vs-opensearch-faiss -
RandomForestRegressor — scikit-learn 1.7.0 docu...
max_leaf_nodes in best-first fashion. Best nodes are defined...coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html -
GammaRegressor — scikit-learn 1.7.0 documentation
n_features) Test samples. y array-like of shape...is averaged by sample_weight. Best possible score is 1.0 and it...scikit-learn.org/stable/modules/generated/sklearn.linear_model.GammaRegressor.html -
Better Binary Quantization (BBQ) in Lucene and ...
example but simplifed java code: Testing with BBQ: Alright, show me...numbers: We have done extensive testing with BBQ both in Lucene and...www.elastic.co/search-labs/blog/better-binary-quantization-lucene-elasticsearch -
Statistical comparison of models using grid sea...
"rank_test_score" , "mean_test_score" , "std_test_score" ]]...params rank_test_score mean_test_score std_test_score kernel...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
PassiveAggressiveClassifier — scikit-learn 1.7....
classification of text documents Out-of-core classification of text documents...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.linear_model.PassiveAggressiveClassifier.html -
Faces recognition example using eigenfaces and ...
X_test , y_train , y_test = train_test_split ( X , y , test_size...set and a test and keep 25% of the data for testing. X_train ,...scikit-learn.org/stable/auto_examples/applications/plot_face_recognition.html -
Kernel PCA — scikit-learn 1.7.0 documentation
X_test , y_train , y_test = train_test_split ( X ,..."Training data" ) test_ax . scatter ( X_test [:, 0 ], X_test [:, 1 ],...scikit-learn.org/stable/auto_examples/decomposition/plot_kernel_pca.html -
Plot classification probability — scikit-learn ...
X_test , y_train , y_test = train_test_split ( X ,...predict_proba ( X_test ) accuracy_test = accuracy_score ( y_test , y_pred...scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html -
Semi-supervised Classification on a Text Datase...
X_test , y_train , y_test = train_test_split ( X ,..., X_train , y_train , X_test , y_test ): print ( "Number of training...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
Pipeline — scikit-learn 1.7.0 documentation
X_test , y_train , y_test = train_test_split ( X ,..., y_train ) . score ( X_test , y_test ) 0.88 >>> # An estimator's...scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html -
Decision Tree Regression — scikit-learn 1.7.0 d...
Get predictions on the test set X_test = np . arange ( 0.0 , 5.0...predict ( X_test ) y_2 = regr_2 . predict ( X_test ) Plot the...scikit-learn.org/stable/auto_examples/tree/plot_tree_regression.html -
Shrinkage covariance estimation: LedoitWolf vs ...
coloring_matrix ) X_test = np . dot ( base_X_test , coloring_matrix...ymin , - cv . best_estimator_ . score ( X_test ), color = "cyan"...scikit-learn.org/stable/auto_examples/covariance/plot_covariance_estimation.html -
Release Highlights for scikit-learn 0.22 — scik...
X_test , y_train , y_test = train_test_split ( X ,...plot_roc_curve(svc, X_test, y_test) # rfc_disp = plot_roc_curve(rfc, X_test, y_test,...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_22_0.html -
Multiclass sparse logistic regression on 20newg...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) accuracy = np . sum ( y_pred == y_test ) / y_test...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_20newsgroups.html -
Release Highlights for scikit-learn 1.5 — sciki...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( classifier_05 , X_test , y_test ) Lowering the threshold,...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_5_0.html -
1.7. Gaussian Processes — scikit-learn 1.7.0 do...
= noise\_level \text{ if } x_i == x_j \text{ else } 0\] 1.7.4.2....probabilistic classification, where test predictions take the form of...scikit-learn.org/stable/modules/gaussian_process.html -
Compare cross decomposition methods — scikit-le...
) X_test_r , Y_test_r = cca . transform ( X_test , Y_test ) Total...Y_train ) X_test_r , Y_test_r = plsca . transform ( X_test , Y_test...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_compare_cross_decomposition.html -
Tony Awards 2025 live updates: Cynthia Erivo ho...
including best play, best direction of a play, best scenic design...Share Best lighting design of a play Jon Clark wins the best lighting...www.nbcnews.com/pop-culture/pop-culture-news/live-blog/tony-awards-2025-live-updates-rcna211077