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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 -
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 -
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 -
Digital experience monitoring with Elastic Obse...
before your users do Proactive testing is vital for improving user...Synthetic transactions continually test key user journeys such as login...www.elastic.co/observability/digital-experience-monitoring -
Elastic Observability 8.2: Tail-based sampling,...
test, or staging), and transaction...fashion. New synthetic cloud testing infrastructure (beta) Monitoring...www.elastic.co/blog/whats-new-elastic-observability-8-2-0 -
1.6. Nearest Neighbors — scikit-learn 1.4.2 doc...
X_test , y_train , y_test = train_test_split ( X ,...( nca_pipe . score ( X_test , y_test )) 0.96190476... The plot...scikit-learn.org/stable/modules/neighbors.html -
Partial Dependence and Individual Conditional E...
( f "Test R2 score: { mlp_model . score ( X_test , y_test ) :...f "Test R2 score: { hgbdt_model . score ( X_test , y_test ) :...scikit-learn.org/stable/auto_examples/inspection/plot_partial_dependence.html -
Common pitfalls in the interpretation of coeffi...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...predict ( X_test ) mae_test = median_absolute_error ( y_test , y_pred...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
1.11. Ensembles: Gradient boosting, random fore...
train_test_split >>> X_train , X_test , y_train , y_test = train_test_split..., X_test = X [: 2000 ], X [ 2000 :] >>> y_train , y_test = y...scikit-learn.org/stable/modules/ensemble.html -
Real User Monitoring (RUM) with Elastic Observa...
and test your user journeys all within...Learn more Synthetic monitoring Test user journeys to deliver a great...www.elastic.co/observability/real-user-monitoring