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Classification of text documents using sparse f...
predict ( X_test ) test_time = time () - t0 print ( f "test time: {..., ) data_test = fetch_20newsgroups ( subset = "test" , categories...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
Elastic (ELK) Stack features list | Elastic
you can also test out Platinum features such as..."message" : { "query" : "this is a test", "operator" : "and" } } } }...www.elastic.co/elastic-stack/features -
LogisticRegression — scikit-learn 1.7.1 documen...
n_features) Test samples. y array-like of shape...default. To apply a one-versus-rest scheme for the multiclass setting...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html -
VotingClassifier — scikit-learn 1.7.1 documenta...
n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.ensemble.VotingClassifier.html -
9.2. Computational Performance — scikit-learn 1...
Here is sample code to test the sparsity of your input:...sparsify () clf . predict ( X_test ) In this example we prefer...scikit-learn.org/stable/computing/computational_performance.html -
Sample pipeline for text feature extraction and...
) data_test = fetch_20newsgroups ( subset = "test" , categories...vect__norm: l1 test_accuracy = random_search . score ( data_test . data...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html -
Beyond RAG Basics: Advanced strategies for AI a...
Strategies and best practices for implementing RAG . Test the latest...the challenges, solutions, and best practices in this evolving field...www.elastic.co/blog/beyond-rag-basics -
TweedieRegressor — scikit-learn 1.7.1 documenta...
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.TweedieRegressor.html -
gpt.js
test(a)?"?"+c[1]:"";return Wd(c[0],d,/[#]/.test(a)?"#"...)return n;if(!/^[\s\xa0]*$/.test(m))throw Error("Unknown base64...securepubads.g.doubleclick.net/tag/js/gpt.js -
Search tier autoscaling in Elasticsearch Server...
start a 14-day free trial to test it out yourself! You can follow...autoscaling and performance stress testing at scale Dive into how Elasticsearch...www.elastic.co/search-labs/blog/elasticsearch-serverless-tier-autoscaling -
SimpleImputer — scikit-learn 1.7.1 documentation
missing values at transform/test time. keep_empty_features bool,...simple estimators as well as on nested objects (such as Pipeline )....scikit-learn.org/stable/modules/generated/sklearn.impute.SimpleImputer.html -
RANSACRegressor — scikit-learn 1.7.1 documentation
the mean accuracy on the given test data, which is used for the...the inliers predicted by the “best” model found during RANSAC sampling...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RANSACRegressor.html -
RandomForestClassifier — scikit-learn 1.7.1 doc...
max_leaf_nodes in best-first fashion. Best nodes are defined...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.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 -
ExtraTreesClassifier — scikit-learn 1.7.1 docum...
max_leaf_nodes in best-first fashion. Best nodes are defined...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.ensemble.ExtraTreesClassifier.html -
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 -
Out-of-core classification of text documents — ...
- tick test_stats [ "n_test" ] += len ( y_test ) test_stats [...%(n_test)6d test docs ( %(n_test_pos)6d positive) " % test_stats...scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html -
faq.rst.txt
:ref:`text_feature_extraction` for the built-in *text vectorizers*....at training time and not at test time, for resampling and similar...scikit-learn.org/stable/_sources/faq.rst.txt -
AI Assistant Knowledge Base | Elastic Docs
semantic text or text field. Supported file types include text, PDF,...in the Markdown text field. In the Markdown text field, enter the...www.elastic.co/docs/solutions/security/ai/ai-assistant-knowledge-base -
2.6. Covariance estimation — scikit-learn 1.7.1...
then the test set is supposed to have the...scikit-learn.org/stable/modules/covariance.html -
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 -
LinearSVC — scikit-learn 1.7.1 documentation
vs the rest. It is possible to implement one vs the rest with SVC...shape (n_samples, n_features) Test samples. y array-like of shape...scikit-learn.org/stable/modules/generated/sklearn.svm.LinearSVC.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 -
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 -
Kernel PCA — scikit-learn 1.7.1 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 -
Nested versus non-nested cross-validation — sci...
) non_nested_scores [ i ] = clf . best_score_ # Nested CV with...[ non_nested_scores_line , nested_line ], [ "Non-Nested CV" ,...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html -
Overview of multiclass training meta-estimators...
examples Nested versus non-nested cross-validation Nested versus..."DecisionTreeClassifi" : cv_results_tree [ "test_score" ], "OneVsOneClassifier"...scikit-learn.org/stable/auto_examples/multiclass/plot_multiclass_overview.html -
Gradient Boosting Out-of-Bag estimates — scikit...
-= test_score [ 0 ] test_best_iter = x [ np . argmin ( test_score...x = test_best_iter , color = test_color , linestyle = test_line...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_oob.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 -
Decision Tree Regression — scikit-learn 1.7.1 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 -
Precision-Recall — scikit-learn 1.7.1 documenta...
and test X_train , X_test , y_train , y_test = train_test_split...and test X_train , X_test , Y_train , Y_test = train_test_split...scikit-learn.org/stable/auto_examples/model_selection/plot_precision_recall.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 -
Live updates: Appeals court says Trump overstep...
New congressional maps will test the Latino vote in the 2026...remember that TARIFFS are the best tool to help our Workers, and...www.nbcnews.com/politics/trump-administration/live-blog/legal-battle-lisa-cook-ouster-trump-feder... -
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 -
Balance model complexity and cross-validated sc...
"mean_test_score" : test_scores , "std_test_score" : grid...std of test scores mean_test_scores = np . mean ( test_scores...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
Prediction Latency — scikit-learn 1.7.1 documen...
X_test , y_train , y_test = train_test_split ( X ,..., X_test , y_test = generate_dataset ( n_train , n_test , n )...scikit-learn.org/stable/auto_examples/applications/plot_prediction_latency.html -
IterativeImputer — scikit-learn 1.7.1 documenta...
missing values at transform/test time. keep_empty_features bool,...simple estimators as well as on nested objects (such as Pipeline )....scikit-learn.org/stable/modules/generated/sklearn.impute.IterativeImputer.html -
Comparing Random Forests and Histogram Gradient...
significant improvement of the testing score. Plot results # We can...elapsed computing time and mean test score. Passing the cursor over...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
Comparison of kernel ridge regression and SVR —...
train_time = [] test_time = [] for train_test_size in sizes :...fit ( X [: train_test_size ], y [: train_test_size ]) train_time...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html -
Prediction Intervals for Gradient Boosting Regr...
test datasets: X_train , X_test , y_train , y_test = train_test_split...( X_test , y_test , "b." , markersize = 10 , label = "Test observations"...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
Time-related feature engineering — scikit-learn...
test_0 = all_splits [ 0 ] X . iloc [ test_0 ] season...train_4 , test_4 = all_splits [ 4 ] X . iloc [ test_4 ] season...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
bootstrap.js
test(j());if(/Trident/i.test(j())&&S(t)&&"fi...F(){return!/^((?!chrome|android).)*safari/i.test(j())}function H(t,e,i){void...scikit-learn.org/stable/_static/scripts/bootstrap.js -
Perceptron — scikit-learn 1.7.1 documentation
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.Perceptron.html -
MNIST classification using multinomial logistic...
X_test , y_train , y_test = train_test_split ( X ,...clf . score ( X_test , y_test ) # print('Best C % .4f' % clf.C_)...scikit-learn.org/stable/auto_examples/linear_model/plot_sparse_logistic_regression_mnist.html -
11. Common pitfalls and recommended practices —...
X_test , y_train , y_test = train_test_split ( ......X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/common_pitfalls.html -
7.1. Pipelines and composite estimators — sciki...
X_test , y_train , y_test = train_test_split ( X ,...score: { regr . score ( X_test , y_test ) : .2f } " ) R2 score:...scikit-learn.org/stable/modules/compose.html -
MultiTaskLassoCV — scikit-learn 1.7.1 documenta...
default=None Values of alphas to test along the regularization path....An iterable yielding (train, test) splits as arrays of indices....scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLassoCV.html -
PredefinedSplit — scikit-learn 1.7.1 documentation
Provides train/test indices to split data into train/test sets using...The entry test_fold[i] represents the index of the test set that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.PredefinedSplit.html