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make_swiss_roll — scikit-learn 1.7.2 documentation
make_swiss_roll ( noise = 0.05 , random_state = 0 ) >>> X . shape (100, 3) >>>...sklearn.datasets. make_swiss_roll ( n_samples = 100 , * , noise = 0.0 , random_state...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_swiss_roll.html -
silhouette_score — scikit-learn 1.7.2 documenta...
kmeans . fit_predict ( X )) 0.49... Gallery examples # Demo of affinity...for a sample is (b - a) / max(a, b) . To clarify, b is the distance...scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html -
KMeans — scikit-learn 1.7.2 documentation
cluster. KMeans ( n_clusters = 8 , * , init = 'k-means++' , n_init...clustering . init {‘k-means++’, ‘random’}, callable or array-like of...scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html -
Installing the development version of scikit-le...
--verbose --no-build-isolation \ --config-settings editable-verbose...--editable . --verbose --no-build-isolation --config-settings editable-verbose...scikit-learn.org/stable/developers/advanced_installation.html -
set_config — scikit-learn 1.7.2 documentation
print ‘SVC(C=1.0, cache_size=200, …)’ with all the non-changed...to True. display {‘text’, ‘diagram’}, default=None If ‘diagram’,...scikit-learn.org/stable/modules/generated/sklearn.set_config.html -
plot_kmeans_digits.zip
{n_features}") # %% # Define our evaluation benchmark # ---------- # #...# %% # Run the benchmark # ---------- # # We will compare three...scikit-learn.org/stable/_downloads/1393861b58df827d4c681b80a5be2472/plot_kmeans_digits.zip -
KFold — scikit-learn 1.7.2 documentation
np . array ([[ 1 , 2 ], [ 3 , 4 ], [ 1 , 2 ], [ 3 , 4 ]]) >>>...train_index , test_index ) in enumerate ( kf . split ( X )): ... print...scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html -
CalibrationDisplay — scikit-learn 1.7.2 documen...
CalibrationDisplay ( prob_true , prob_pred , y_prob ) >>> disp . plot () <...>...from_estimator ( estimator , X , y , * , n_bins = 5 , strategy = 'uniform'...scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibrationDisplay.html -
permutation_test_score — scikit-learn 1.7.2 doc...
permutation_test_score ( ... estimator , X , y , random_state = 0 ... ) >>> print...instead. E.g.: permutation_test_score(..., params={'groups': groups})...scikit-learn.org/stable/modules/generated/sklearn.model_selection.permutation_test_score.html -
cross_validation.rst.txt
((90, 4), (90,)) >>> X_test.shape, y_test.shape ((60, 4), (60,))...cross_val_score(clf, X, y, cv=5) >>> scores array([0.96, 1. , 0.96, 0.96,...scikit-learn.org/stable/_sources/modules/cross_validation.rst.txt