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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