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Probability Calibration for 3-class classificat...
y [: 1000 ] X_test , y_test = X [ 1000 :], y [ 1000...log_loss ( y_test , clf_probs ) cal_score = log_loss ( y_test , cal_clf_probs...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.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 -
sklearn.pipeline.Pipeline — scikit-learn 1.4.2 ...
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 -
2.5. Decomposing signals in components (matrix ...
||X-UV||_{\text{Fro}}^2+\alpha||V||_{1,1} \\ \text{subject to...||X-UV||_{\text{Fro}}^2+\alpha||U||_{1,1} \\ \text{subject to...scikit-learn.org/stable/modules/decomposition.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 -
Tweedie regression on insurance claims — scikit...
( "test" , X_test , df_test ), ]: y , _weights...train_test_split df_train , df_test , X_train , X_test = train_test_split...scikit-learn.org/stable/auto_examples/linear_model/plot_tweedie_regression_insurance_claims.html -
Lagged features for time series forecasting — s...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.2 , random_state = 42 )...scikit-learn.org/stable/auto_examples/applications/plot_time_series_lagged_features.html -
Evaluation of outlier detection estimators — sc...
reduced using a stratified train_test_split . Furthermore, we set...sklearn.model_selection import train_test_split X , y = fetch_kddcup99...scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html -
Elasticsearch Guide [8.13] | Elastic
Token graphs Configure text analysis Test an analyzer Configuring...synonym rule Text structure APIs Find structure API Test Grok pattern...www.elastic.co/guide/en/elasticsearch/reference/current/index.html -
Developing scikit-learn estimators — scikit-lea...
_skip_test (default=False) whether to skip common tests entirely....Numbers Numerical assertions in tests Developing scikit-learn estimators...scikit-learn.org/stable/developers/develop.html