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A demo of structured Ward hierarchical clusteri...
sigma = 2 ) rescaled_coins = rescale ( smoothened_coins , 0.2 , mode...scikit-learn.org/stable/auto_examples/cluster/plot_coin_ward_segmentation.html -
Comparing random forests and the multi-output m...
random_state = 2 ) regr_rf . fit ( X_train , y_train...) plt . ylabel ( "target 2" ) plt . title ( "Comparing...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_regression_multioutput.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 -
Support Vector Regression (SVR) using linear an...
) Look at the results # lw = 2 svrs = [ svr_rbf , svr_lin , svr_poly...scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html -
Hashing feature transformation using Totally Ra...
TruncatedSVD ( n_components = 2 ) X_reduced = svd . fit_transform...scikit-learn.org/stable/auto_examples/ensemble/plot_random_forest_embedding.html -
Manifold learning on handwritten digits: Locall...
zorder = 2 , ) shown_images = np . array...(( X [ i ] - shown_images ) ** 2 , 1 ) if np . min ( dist ) <...scikit-learn.org/stable/auto_examples/manifold/plot_lle_digits.html -
Normal, Ledoit-Wolf and OAS Linear Discriminant...
centers = [[ - 2 ], [ 2 ]]) # add non-discriminative...features_samples_ratio , acc_clf1 , linewidth = 2 , label = "LDA" , color...scikit-learn.org/stable/auto_examples/classification/plot_lda.html -
Plot the decision surface of decision trees tra...
2 ], [ 0 , 3 ], [ 1 , 2 ], [ 1 , 3 ], [ 2 , 3 ]]): #...boundary ax = plt . subplot ( 2 , 3 , pairidx + 1 ) plt . tight_layout...scikit-learn.org/stable/auto_examples/tree/plot_iris_dtc.html -
Permutation Importance vs Random Forest Feature...
None min_samples_split 2 min_samples_leaf 1 min_...random_state = 42 , n_jobs = 2 ) sorted_importances_idx = result...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Comparing anomaly detection algorithms for outl...
make_blobs ( centers = [[ 2 , 2 ], [ - 2 , - 2 ]], cluster_std = [...make_blobs ( centers = [[ 2 , 2 ], [ - 2 , - 2 ]], cluster_std = [...scikit-learn.org/stable/auto_examples/miscellaneous/plot_anomaly_comparison.html