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7.2. Real world datasets — scikit-learn 1.4.2 d...
newsgroups_test = fetch_20newsgroups ( subset = 'test' , ... categories...vectors_test = vectorizer . transform ( newsgroups_test . data...scikit-learn.org/stable/datasets/real_world.html -
SVM Exercise — scikit-learn 1.4.2 documentation
out the test data plt . scatter ( X_test [:, 0 ], X_test [:, 1...n_sample )] X_test = X [ int ( 0.9 * n_sample ) :] y_test = y [ int...scikit-learn.org/stable/auto_examples/exercises/plot_iris_exercise.html -
decomposition.rst.txt
||X-UV||_{\text{Fro}}^2+\alpha||V||_{1,1} \\ \text{subject to...||X-UV||_{\text{Fro}}^2+\alpha||U||_{1,1} \\ \text{subject to...scikit-learn.org/stable/_sources/modules/decomposition.rst.txt -
Multi-output Decision Tree Regression — scikit-...
predict ( X_test ) y_2 = regr_2 . predict ( X_test ) y_3 = regr_3.... fit ( X , y ) # Predict X_test = np . arange ( - 100.0 , 100.0...scikit-learn.org/stable/auto_examples/tree/plot_tree_regression_multioutput.html -
11.1. Array API support (experimental) — scikit...
train_test_split Coverage is expected to...checks as part of the common tests to verify that the estimators...scikit-learn.org/stable/modules/array_api.html -
Image denoising using kernel PCA — scikit-learn...
X_test , y_train , y_test = train_test_split ( X ,...0.25 , size = X_test . shape ) X_test_noisy = X_test + noise noise...scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html -
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Select 100 The 100 best moisturizers tested and ranked, according...Sunbasket The best meal delivery services, tested by editors Kara...www.nbcnews.com/select -
sklearn.model_selection.LeavePOut — scikit-lear...
Provides train/test indices to split data in train/test sets. This..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeavePOut.html -
One-Class SVM versus One-Class SVM using Stocha...
size n_error_test = y_pred_test [ y_pred_test == - 1 ] . size...size n_error_test_sgd = y_pred_test_sgd [ y_pred_test_sgd == - 1...scikit-learn.org/stable/auto_examples/linear_model/plot_sgdocsvm_vs_ocsvm.html -
Understanding the decision tree structure — sci...
X_test , y_train , y_test = train_test_split ( X ,...decision_path ( X_test ) leaf_id = clf . apply ( X_test ) sample_id...scikit-learn.org/stable/auto_examples/tree/plot_unveil_tree_structure.html -
sklearn.datasets.load_svmlight_files — scikit-l...
matrix X_test, it is essential that X_train and X_test have the...features (X_train.shape[1] == X_test.shape[1]). This may not be the...scikit-learn.org/stable/modules/generated/sklearn.datasets.load_svmlight_files.html -
Logistic function — scikit-learn 1.4.2 document...
plot ( X_test , ols . coef_ * X_test + ols . intercept_...= "black" , zorder = 20 ) X_test = np . linspace ( - 5 , 10 ,...scikit-learn.org/stable/auto_examples/linear_model/plot_logistic.html -
sklearn.linear_model.LarsCV — scikit-learn 1.4....
test) splits as arrays of indices....shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LarsCV.html -
sklearn.ensemble.RandomForestRegressor — scikit...
max_leaf_nodes in best-first fashion. Best nodes are defined...shape (n_samples, n_features) Test samples. For some estimators...scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html -
Isotonic Regression — scikit-learn 1.4.2 docume...
plot ( x_test , ir . predict ( x_test ), "C1-" ) ax1 ....noisy data (n= %d )" % n ) x_test = np . linspace ( - 10 , 110...scikit-learn.org/stable/auto_examples/miscellaneous/plot_isotonic_regression.html -
Multilabel classification using a classifier ch...
X_test , Y_train , Y_test = train_test_split ( X ,...predict ( X_test ) ovr_jaccard_score = jaccard_score ( Y_test , Y_pred_ovr...scikit-learn.org/stable/auto_examples/multioutput/plot_classifier_chain_yeast.html -
Permutation Importance with Multicollinear or C...
X_test , y_train , y_test = train_test_split ( X ,...accuracy on test data: { clf . score ( X_test , y_test ) : .2 }...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance_multicollinear.html -
Normal, Ledoit-Wolf and OAS Linear Discriminant...
for training n_test = 200 # samples for testing n_averages = 50...) X , y = generate_data ( n_test , n_features ) score_clf1 +=...scikit-learn.org/stable/auto_examples/classification/plot_lda.html -
Successive Halving Iterations — scikit-learn 1....
The best candidate is the candidate that has the best score..."params_str" , values = "mean_test_score" ) ax = mean_scores ....scikit-learn.org/stable/auto_examples/model_selection/plot_successive_halving_iterations.html -
Utilities for Developers — scikit-learn 1.4.2 d...
Sparse Matrices Graph Routines Testing Functions Multiclass and multilabel...repeatability issues in unit tests. Instead, a numpy.random.RandomState...scikit-learn.org/stable/developers/utilities.html