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safe_sparse_dot — scikit-learn 1.6.1 documentation
safe_sparse_dot >>> X = csr_matrix ([[ 1 , 2 ], [ 3 , 4 ], [ 5 , 6 ]])...scikit-learn.org/stable/modules/generated/sklearn.utils.extmath.safe_sparse_dot.html -
OneClassSVM — scikit-learn 1.7.0 documentation
predict ( X ) array([-1, 1, 1, 1, -1]) >>> clf . score_samples...default=-1 Hard limit on iterations within solver, or -1 for no...scikit-learn.org/stable/modules/generated/sklearn.svm.OneClassSVM.html -
inplace_swap_column — scikit-learn 1.6.1 docume...
1 ) >>> csr . todense () matrix([[0,...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_swap_column.html -
2.1. Gaussian mixture models — scikit-learn 1.7...
1.1. Gaussian Mixture # The GaussianMixture...models using a finite mixture. 2.1.2.1. The Dirichlet Process # Here...scikit-learn.org/stable/modules/mixture.html -
HashingVectorizer — scikit-learn 1.7.0 document...
ngram_range of (1, 1) means only unigrams, (1, 2) means unigrams...\\w\\w+\\b' , ngram_range=(1 , 1) , analyzer='word' , n_features=1048576...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.HashingVectorizer.html -
HalvingGridSearchCV — scikit-learn 1.7.0 docume...
means 1 unless in a joblib.parallel_backend context. -1 means...for a classification problem 1 when resource != 'n_samples' ‘exhaust’...scikit-learn.org/stable/modules/generated/sklearn.model_selection.HalvingGridSearchCV.html -
KNeighborsTransformer — scikit-learn 1.7.0 docu...
() array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) set_output...bors=1) >>> print ( neigh . kneighbors ([[ 1. , 1. , 1. ]]))...scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsTransformer.html -
SVC — scikit-learn 1.7.0 documentation
array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ 1 , 1 ], [ 2 , 1 ]]) >>>...default=-1 Hard limit on iterations within solver, or -1 for no...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html -
Nystroem — scikit-learn 1.7.0 documentation
means 1 unless in a joblib.parallel_backend context. -1 means...all strings. Added in version 1.0. See also AdditiveChi2Sampler...scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.Nystroem.html -
check_is_fitted — scikit-learn 1.6.1 documentation
fit ([[ 1 , 2 ], [ 1 , 3 ]], [ 1 , 0 ]) LogisticRegression()...scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_is_fitted.html