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Image denoising using dictionary learning — sci...
axis = 0 ) print ( f " { data . shape [ 0 ] } patches...components_ dt = time () - t0 print ( f " { dico . n_iter_ } iterations...scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html -
Introducing the set_output API — scikit-learn 1...
transform ( X_test ) print ( f "Default output type: { type (...transform ( X_test ) print ( f "Configured pandas output type:...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html -
SVM-Anova: SVM with univariate feature selectio...
f_classif from sklearn.pipeline..."anova" , SelectPercentile ( f_classif )), ( "scaler" , StandardScaler...scikit-learn.org/stable/auto_examples/svm/plot_svm_anova.html -
Comparing Random Forests and Histogram Gradient...
print ( f "The dataset consists of { n_samples...only_physical_cores = True ) print ( f "Number of physical cores: { N_CORES...scikit-learn.org/stable/auto_examples/ensemble/plot_forest_hist_grad_boosting_comparison.html -
load_svmlight_file — scikit-learn 1.6.1 documen...
load_svmlight_file ( f , * , n_features=None , dtype=<class...mblondel/svmlight-loader Parameters : f str, path-like, file-like or int...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_file.html -
Visualizing the stock market structure — scikit...
"F" : "Ford" , "HMC" : "Honda" ,...Fetching quote history for np.str_('F') Fetching quote history for np.str_('GD')...scikit-learn.org/stable/auto_examples/applications/plot_stock_market.html -
Comparison of kernel ridge regression and SVR —...
time () - t0 print ( f "Best SVR with params: { svr ....= time . time () - t0 print ( f "Best KRR with params: { kr ....scikit-learn.org/stable/auto_examples/miscellaneous/plot_kernel_ridge_regression.html -
Semi-supervised Classification on a Text Datase...
"Supervised SGDClassifier on 100 % o f the data:" ) eval_and_print_metrics..."Supervised SGDClassifier on 20 % o f the training data:" ) eval_and_print_metrics...scikit-learn.org/stable/auto_examples/semi_supervised/plot_semi_supervised_newsgroups.html -
Ridge coefficients as a function of the L2 Regu...
the true coefficients print ( f "The true coefficient of this...index = alphas , columns = [ f "Feature { i } " for i in range...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html -
Recognizing hand-written digits — scikit-learn ...
set_title ( f "Prediction: { prediction } "...classification metrics. print ( f "Classification report for classifier...scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html