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Gaussian processes on discrete data structures ...
) X_test = [ "AAA" , "ATAG" , "CTC" , "CT" , "C" ] Y_test = [...len ( X_test )), [ 1.0 if c else - 1.0 for c in Y_test ], s =...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
Balance model complexity and cross-validated sc...
"mean_test_score" ]) return ( cv_results [ "mean_test_score"...nts" ] test_scores = grid . cv_results_ [ "mean_test_score" ]...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_refit_callable.html -
Non-negative least squares — scikit-learn 1.4.2...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , test_size = 0.5 ) Fit the Non-Negative...scikit-learn.org/stable/auto_examples/linear_model/plot_nnls.html -
Ordinary Least Squares and Ridge Regression Var...
plot ( X_test , clf . predict ( X_test ), color = "gray"...) ax . plot ( X_test , clf . predict ( X_test ), linewidth = 2...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge_variance.html -
sklearn.metrics.class_likelihood_ratios — sciki...
obtain post-test probabilities given a pre-test probability....classifier being a diagnostic test; the pre-test probability of an individual...scikit-learn.org/stable/modules/generated/sklearn.metrics.class_likelihood_ratios.html -
Feature discretization — scikit-learn 1.4.2 doc...
training and test part X_train , X_test , y_train , y_test = train_test_split...and testing points ax . scatter ( X_test [:, 0 ], X_test [:,...scikit-learn.org/stable/auto_examples/preprocessing/plot_discretization_classification.html -
sklearn.discriminant_analysis.QuadraticDiscrimi...
classification on an array of test vectors X. predict_log_proba...the mean accuracy on the given test data and labels. set_params...scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.QuadraticDiscriminantAnal... -
sklearn.model_selection.GroupKFold — scikit-lea...
f " Test: index= { test_index } , group= { groups [ test_index...indices for that split. test ndarray The testing set indices for that...scikit-learn.org/stable/modules/generated/sklearn.model_selection.GroupKFold.html -
sklearn.model_selection.cross_validate — scikit...
this dict are: test_score The score array for test scores on each..._score in test_score changes to a specific metric like test_r2 or...scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html -
Dimensionality Reduction with Neighborhood Comp...
train/test X_train , X_test , y_train , y_test = train_test_split...( model . transform ( X_test ), y_test ) # Embed the data set...scikit-learn.org/stable/auto_examples/neighbors/plot_nca_dim_reduction.html