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Pipelining: chaining a PCA and a logistic regre...
best_clfs [ "mean_test_score" ], yerr = best_clfs [ "std_test_score"...components_col , "mean_test_score" , "std_test_score" ] ] . apply...scikit-learn.org/stable/auto_examples/compose/plot_digits_pipe.html -
Explicit feature map approximation for RBF kern...
the second half: data_test , targets_test = ( data [ n_samples...2 :]) # data_test = scaler.transform(data_test) # Create a classifier:...scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_approximation.html -
Early stopping in Gradient Boosting — scikit-le...
y_val = train_test_split ( X , y , test_size = 0.2 , random_state...sklearn.model_selection import train_test_split data = fetch_california_housing...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_early_stopping.html -
Effect of transforming the targets in regressio...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( X ,...scikit-learn.org/stable/auto_examples/compose/plot_transformed_target.html -
Sports News: Latest stories, videos, photos and...
Select 100 The 100 best moisturizers tested and ranked, according...Sales Rei Anniversary sale: The best deals to shop Vivian Le / NBC...www.nbcnews.com/sports -
Recognizing hand-written digits — scikit-learn ...
and 50% test subsets X_train , X_test , y_train , y_test = train_test_split...train_test_split ( data , digits . target , test_size = 0.5 , shuffle...scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html -
sklearn.multioutput.RegressorChain — scikit-lea...
test) splits as arrays of indices....shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.multioutput.RegressorChain.html -
Visualization of MLP weights on MNIST — scikit-...
partition and test partition X_train , X_test , y_train , y_test = train_test_split...print ( "Test set score: %f " % mlp . score ( X_test , y_test )) fig...scikit-learn.org/stable/auto_examples/neural_networks/plot_mnist_filters.html -
Univariate Feature Selection — scikit-learn 1.4...
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 -
Poisson regression and non-normal loss — scikit...
df_test = train_test_split ( df , test_size = 0.33 ,...df_test [ "Frequency" ], df_test [ "Frequency" ], df_test [ "Exposure"...scikit-learn.org/stable/auto_examples/linear_model/plot_poisson_regression_non_normal_loss.html -
sklearn.metrics.ConfusionMatrixDisplay — scikit...
X_test , y_train , y_test = train_test_split ( X ,...X_train , X_test , y_train , y_test = train_test_split ( ......scikit-learn.org/stable/modules/generated/sklearn.metrics.ConfusionMatrixDisplay.html -
sklearn.preprocessing.scale — scikit-learn 1.4....
splitting into training and test sets. This will bias the model...information would have leaked from the test set to the training set. In...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.scale.html -
Probabilistic predictions with Gaussian process...
according to the log-loss on test data. The figure shows that...train_size :], c = "g" , label = "Test data" , edgecolors = ( 0 , 0...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc.html -
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 -
Digits Classification Exercise — scikit-learn 1...
)] X_test = X_digits [ int ( 0.9 * n_samples ) :] y_test = y_digits..., y_train ) . score ( X_test , y_test )) print ( "LogisticRegression...scikit-learn.org/stable/auto_examples/exercises/plot_digits_classification_exercise.html -
sklearn.preprocessing.power_transform — scikit-...
splitting into training and test sets. This will bias the model...information would have leaked from the test set to the training set. In...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.power_transform.html -
Species distribution modeling — scikit-learn 1....
"ascii" ) points = dict ( test = test , train = train ) for label...species . pts_test [ "dd long" ], species . pts_test [ "dd lat"...scikit-learn.org/stable/auto_examples/applications/plot_species_distribution_modeling.html -
Who is using scikit-learn? — scikit-learn 1.4.2...
but its careful and well tested implementation give us the...Moreover, its consistent API, well-tested code and permissive licensing...scikit-learn.org/stable/testimonials/testimonials.html -
sklearn.base.is_regressor — scikit-learn 1.4.2 ...
instance Estimator object to test. Returns : out bool True if...scikit-learn.org/stable/modules/generated/sklearn.base.is_regressor.html -
Visualizing cross-validation behavior in scikit...
cross-validation Nested versus non-nested cross-validation Nested versus...split data into training and test sets in order to avoid model...scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html