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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 -
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 -
Demonstration of multi-metric evaluation on cro...
The best_estimator_ , best_index_ , best_score_ and best_params_...``gs.best_score_``, ``gs.best_params_`` and # ``gs.best_index_``...scikit-learn.org/stable/auto_examples/model_selection/plot_multi_metric_evaluation.html -
2.6. Covariance estimation — scikit-learn 1.7.1...
scikit-learn.org/stable/modules/covariance.html -
Multi-class AdaBoosted Decision Trees — scikit-...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...the remaining 30 percent for testing. from sklearn.model_selection...scikit-learn.org/stable/auto_examples/ensemble/plot_adaboost_multiclass.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 -
Comparison between grid search and successive h...
is_sh : # SH dataframe: get mean_test_score values for the highest...= "param_C" , values = "mean_test_score" , aggfunc = "last" ,...scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_heatmap.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 -
Probability Calibration curves — scikit-learn 1...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( clf , X_test , y_test , n_bins = 10 , name = name...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_curve.html