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Image denoising using kernel PCA — scikit...
(( X_test - X_test_noisy ) ** 2 ) : .2f } " ) Learn the PCA...X_test - X_reconstructed_pca ) ** 2 ) : .2f } " , ) plot_digits...scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html -
Crafting a minimal reproducer for scikit-learn ...
n_features = 2 , n_redundant = 0 , n_informative = 2 , n_clusters_per_class...n_features ) y = rng . randint ( 0 , 2 , n_samples ) # binary target...scikit-learn.org/stable/developers/minimal_reproducer.html -
Early stopping of Stochastic Gradient Descent &...
2 ), } # Load the dataset X , y...subplots ( nrows = 1 , ncols = 2 , sharey = True , figsize = (...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_early_stopping.html -
Glossary of Common Terms and API Elements ̵...
2], 2 is the positive class; of [‘no’,...array whose .shape has length 2. Often represents a matrix. API...scikit-learn.org/stable/glossary.html -
Outlier detection on a real data set — sc...
2 ]] # two clusters fig , ax = plt..."outlying points" , xy = ( 4 , 2 ), xycoords = "data"...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html -
Multilabel classification using a classifier ch...
2 , random_state = 0 ) Fit models..."Chain 1" , "Chain 2" , "Chain 3" ,...scikit-learn.org/stable/auto_examples/multioutput/plot_classifier_chain_yeast.html -
Plot Ridge coefficients as a function of the re...
- 2 , n_alphas ) coefs = [] for a...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html -
Nested versus non-nested cross-validation ̵...
This example compares non-nested and nested cross-validation strategies on a classifier of the iris data set. Nested cross-validation (CV) is often used to train a model in which hyperparameters al...scikit-learn.org/stable/auto_examples/model_selection/plot_nested_cross_validation_iris.html -
Test with permutations the significance of a cl...
StratifiedKFold ( n_splits = 2 , shuffle = True , random_state...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
Comparing Nearest Neighbors with and without Ne...
2 ]] X_train , X_test , y_train...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_classification.html