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ChatGPT and Elasticsearch integration: OpenAI m...
the full body text, those larger bodies of text may need to be...click Continue again at the Test stage. Click Create Pipeline...www.elastic.co/search-labs/blog/chatgpt-elasticsearch-openai-meets-private-data -
GaussianProcessRegressor — scikit-learn 1.5.0 d...
n_features) Test samples. For some estimators...theta .... # Returned are the best found hyperparameters theta...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.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 -
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 -
SGDRegressor — scikit-learn 1.5.0 documentation
n_features) Test samples. For some estimators...training will stop when (loss > best_loss - tol) for n_iter_no_change...scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDRegressor.html -
2.6. Covariance estimation — scikit-learn 1.5.0...
then the test set is supposed to have the...scikit-learn.org/stable/modules/covariance.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 -
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 -
Accelerating R&D in pharma with Elasticsearch, ...
"target_field": "text_embedding", "field_map": { "text": "text_field" }...Create a test document POST patents-embeddings-1/_doc { "text": """Patent...www.elastic.co/blog/research-development-pharma-elasticsearch-esre-llms-langchain-1 -
Lasso — scikit-learn 1.5.0 documentation
n_features) Test samples. For some estimators...tol times \(||y||_2^2 / n_{\text{samples}}\) . The target can...scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html -
IterativeImputer — scikit-learn 1.5.0 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 -
Elasticsearch features list | Elastic
"message" : { "query" : "this is a test", "operator" : "and" } } } }...default distribution, you can also test out Platinum features such as...www.elastic.co/elasticsearch/features -
Gradient Boosting regression — scikit-learn 1.5...
X_test , y_train , y_test = train_test_split ( X ,...mean_squared_error ( y_test , reg . predict ( X_test )) print ( "The...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_regression.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 -
MultiTaskLasso — scikit-learn 1.5.0 documentation
n_features) Test samples. For some estimators...y_true.mean()) ** 2).sum() . The best possible score is 1.0 and it...scikit-learn.org/stable/modules/generated/sklearn.linear_model.MultiTaskLasso.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 -
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 1.5.0 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 -
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 -
L1-based models for Sparse Signals — scikit-lea...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 , shuffle = False ) In...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_and_elasticnet.html