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Feature discretization — scikit-learn 1.5.0 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 -
class_likelihood_ratios — scikit-learn 1.5.0 do...
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 -
Class Likelihood Ratios to measure classificati...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...the link between pre-test and post-test odds given by the Class...scikit-learn.org/stable/auto_examples/model_selection/plot_likelihood_ratios.html -
NearestCentroid — scikit-learn 1.5.0 documentation
with test samples classified to the class...classification on an array of test vectors X . The predicted class...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
Older Versions — scikit-learn 1.5.0 documentation
Arguments n_test and n_train are deprecated and renamed to test_size...preprocessor / analyzer nested structure for text feature extraction...scikit-learn.org/stable/whats_new/older_versions.html -
LeavePGroupsOut — scikit-learn 1.5.0 documentation
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.LeavePGroupsOut.html -
IBM open-sources its Granite AI models - and th...
using these LLMs to create tests and find and fix bugs. "Many...day -- from generating unit tests to writing documentation or...www.zdnet.com/article/ibm-open-sources-its-granite-ai-models-and-they-mean-business/ -
LeaveOneOut — scikit-learn 1.5.0 documentation
Provides train/test indices to split data in train/test sets. Each..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html -
Post pruning decision trees with cost complexit...
X_test , y_train , y_test = train_test_split ( X ,...clfs ] test_scores = [ clf . score ( X_test , y_test ) for clf...scikit-learn.org/stable/auto_examples/tree/plot_cost_complexity_pruning.html -
Scalable learning with polynomial kernel approx...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...train_test_split ( X , y , train_size = 5_000 , test_size = 10_000...scikit-learn.org/stable/auto_examples/kernel_approximation/plot_scalable_poly_kernels.html -
Probability Calibration for 3-class classificat...
y [: 1000 ] X_test , y_test = X [ 1000 :], y [ 1000...log_loss ( y_test , clf_probs ) cal_score = log_loss ( y_test , cal_clf_probs...scikit-learn.org/stable/auto_examples/calibration/plot_calibration_multiclass.html -
Visualizations with Display Objects — scikit-le...
X_test , y_train , y_test = train_test_split ( X ,...predict ( X_test ) cm = confusion_matrix ( y_test , y_pred ) cm_display...scikit-learn.org/stable/auto_examples/miscellaneous/plot_display_object_visualization.html -
ROC Curve with Visualization API — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...from_estimator ( svc , X_test , y_test ) plt . show () Training...scikit-learn.org/stable/auto_examples/miscellaneous/plot_roc_curve_visualization_api.html -
Common pitfalls in the interpretation of coeffi...
import train_test_split X_train , X_test , y_train , y_test = train_test_split...predict ( X_test ) mae_test = median_absolute_error ( y_test , y_pred...scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html -
validation_curve — scikit-learn 1.5.0 documenta...
print ( f "The average test accuracy is { test_scores . mean () :...curve. Determine training and test scores for varying parameter...scikit-learn.org/stable/modules/generated/sklearn.model_selection.validation_curve.html -
MultinomialNB — scikit-learn 1.5.0 documentation
classification of text documents Out-of-core classification of text documents...classification on an array of test vectors X. Parameters : X array-like...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.MultinomialNB.html -
load_svmlight_files — scikit-learn 1.5.0 docume...
target_test X_train , y_train , X_test , y_test = get_data ()...matrix X_test, it is essential that X_train and X_test have the...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_files.html -
LearningCurveDisplay — scikit-learn 1.5.0 docum...
test_scores = test_scores , score_name =...train_sizes , train_scores , test_scores , score_name = None )...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LearningCurveDisplay.html -
Second human case of bird flu linked to dairy c...
a sample taken from the eye tested positive for the virus. A sample...typical flu season is over and testing for the virus falls to a minimum...www.nbcnews.com/health/health-news/second-human-case-bird-flu-linked-dairy-cows-found-michigan-rc... -
7.2. Real world datasets — scikit-learn 1.5.0 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html