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plot_release_highlights_1_7_0.py
y_val = train_test_split(X, y, test_size=0.2, random_state=0)...sklearn.model_selection import train_test_split from sklearn.pipeline...scikit-learn.org/stable/_downloads/27dd4dbb41dee53fc86e0d5b6d3254d3/plot_release_highlights_1_7_0.py -
Novelty detection with Local Outlier Factor (LO...
X_outliers ) n_error_test = y_pred_test [ y_pred_test == - 1 ] . size...# e.g. X_test, X_outliers or the meshgrid y_pred_test = clf ....scikit-learn.org/stable/auto_examples/neighbors/plot_lof_novelty_detection.html -
set_config — scikit-learn 1.7.1 documentation
If ‘text’, estimators will be displayed as text. Global default:...for easier benchmarking and testing of scikit-learn internals....scikit-learn.org/stable/modules/generated/sklearn.set_config.html -
1.9. Naive Bayes — scikit-learn 1.7.1 documenta...
X_test , y_train , y_test = train_test_split ( X ,...: %d " ... % ( X_test . shape [ 0 ], ( y_test != y_pred ) . sum...scikit-learn.org/stable/modules/naive_bayes.html -
Univariate Feature Selection — scikit-learn 1.7...
X_test , y_train , y_test = train_test_split ( X ,...format ( clf . score ( X_test , y_test ) ) ) svm_weights = np ....scikit-learn.org/stable/auto_examples/feature_selection/plot_feature_selection.html -
Optimizing Spend and Content Moderation on Azur...
settings into your application to test the content filter: chat_prompt...ensure that they are getting the best value from their investment...www.elastic.co/observability-labs/blog/llm-observability-azure-openai-content-filter -
Version 0.20 — scikit-learn 1.7.1 documentation
text.CountVectorizer and other text vectorizers could...feature_extraction.text.CountVectorizer , feature_extraction.text.TfidfVectorizer...scikit-learn.org/stable/whats_new/v0.20.html -
OneClassSVM — scikit-learn 1.7.1 documentation
n_features) or (n_samples_test, n_samples_train) For kernel=”precomputed”,...expected shape of X is (n_samples_test, n_samples_train). Returns :...scikit-learn.org/stable/modules/generated/sklearn.svm.OneClassSVM.html -
Accelerate log analytics in Elastic Observabili...
tests, and tweaks a custom ingest...the time required to build and test custom data integrations from...www.elastic.co/observability-labs/blog/elastic-automatic-import-logs-genai -
Feature importances with a forest of trees — sc...
X_test , y_train , y_test = train_test_split ( X ,...permutation_importance ( forest , X_test , y_test , n_repeats = 10 , random_state...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html