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Ability of Gaussian process regression (GPR) to...
title ( ( f "Initial: { kernel } \n Optimum:...\n Log-Marginal-Likelihood: " f " { gpr . log_marginal_likelihood...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_noisy.html -
Principal Component Regression vs Partial Least...
label = f "Component { i } " , linewidth = 5 , color = f "C { i...the mean of the target. print ( f "PCR r-squared { pcr . score (...scikit-learn.org/stable/auto_examples/cross_decomposition/plot_pcr_vs_pls.html -
2.2. Manifold learning — scikit-learn 1.7.2 doc...
Disparities \(\hat{d}_{ij} = f(\delta_{ij})\) are some transformation...scikit-learn.org/stable/modules/manifold.html -
Visualizing the probabilistic predictions of a ...
predict_probas ): print ( f " { est_name } 's predicted probabilities:...average of soft-predictions: " f " { np . dot ( weights , predict_probas...scikit-learn.org/stable/auto_examples/ensemble/plot_voting_decision_regions.html -
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 -
Permutation Importance vs Random Forest Feature...
print ( f "RF train accuracy: { rf . score...y_train ) : .3f } " ) print ( f "RF test accuracy: { rf . score...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.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 1.7.2 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 -
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 -
Plot classification probability — scikit-learn ...
set_title ( f "Class { label } " ) # plot data...0.16 , 0.015 ]) plt . title ( f "Probability class { label } "...scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html