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FeatureHasher and DictVectorizer Comparison — s...
{'that': 1, 'is': 2, 'one': 2, 'example': 1, 'but': 1, 'this':...'this': 1, 'another': 1}) Observe in particular that the repeated token...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
Categorical Feature Support in Gradient Boostin...
versionchanged:: 1.1 Added option 'quantile'. .. versionchanged:: 1.3 Added...versionchanged:: 1.1 Added option 'quantile'. .. versionchanged:: 1.3 Added...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_categorical.html -
Examples of Using FrozenEstimator — scikit-lear...
same three data points: [1 1 1] Now imagine you’d want to set...scikit-learn 1.5 Release Highlights for scikit-learn 1.5 Probability...scikit-learn.org/stable/auto_examples/frozen/plot_frozen_examples.html -
Ordinary Least Squares and Ridge Regression — s...
1 ] . T y_train = [ 0.5 , 1 ] X_test = np . c_...this_X = 0.1 * np . random . normal ( size = ( 2 , 1 )) + X_train...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge.html -
Nearest Neighbors Classification — scikit-learn...
feature_names [ 1 ], shading = "auto" , alpha =.... iloc [:, 0 ], X . iloc [:, 1 ], c = y , edgecolors = "k" )...scikit-learn.org/stable/auto_examples/neighbors/plot_classification.html -
Gaussian processes on discrete data structures ...
array ([ 1.0 , 1.0 , 2.0 , 2.0 , 3.0 , 3.0 ])...( len ( X_train )), [ 1.0 if c else - 1.0 for c in Y_train ],...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
Orthogonal Matching Pursuit — scikit-learn 1.8....
1 , 1 ) plt . xlim ( 0 , 512 ) plt...make_sparse_coded_signal ( n_samples = 1 , n_components = n_components...scikit-learn.org/stable/auto_examples/linear_model/plot_omp.html -
Comparison of Calibration of Classifiers — scik...
1 ) proba_neg_class = 1 - proba_pos_class proba...[( 2 , 0 ), ( 2 , 1 ), ( 3 , 0 ), ( 3 , 1 )] for i , ( _ , name...scikit-learn.org/stable/auto_examples/calibration/plot_compare_calibration.html -
ValidationCurveDisplay — scikit-learn 1.8...
means 1 unless in a joblib.parallel_backend context. -1 means...scikit-learn 1.3 Release Highlights for scikit-learn 1.3 On this...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ValidationCurveDisplay.html -
Out-of-core classification of text documents — ...
()[ 1 ], rotation = 30 ) ymax = max ( cls_runtime ) * 1.2 ax...__init__ ( self , encoding = "latin-1" ): HTMLParser . __init__ ( self...scikit-learn.org/stable/auto_examples/applications/plot_out_of_core_classification.html