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Categorical Feature Support in Gradient Boostin...
shape [ 1 ] print ( f "Number of samples: { X . shape...shape [ 0 ] } " ) print ( f "Number of features: { X . shape [ 1...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_categorical.html -
about.rst.txt
F. and Varoquaux, G. and Gramfort,...scikit-learn.org/stable/_sources/about.rst.txt -
Custom refit strategy of a grid search with cro...
target == 8 print ( f "The number of images is { X ....filtered_cv_results [ "params" ], ): print ( f "precision: { mean_precision :...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_digits.html -
Gaussian processes on discrete data structures ...
baseline_similarity_bounds ) def _f ( self , s1 , s2 ): """ kernel...return ( np . array ([[ self . _f ( x , y ) for y in Y ] for x in...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
FeatureHasher and DictVectorizer Comparison — s...
s in raw_data ) / 1e6 print ( f " { len ( raw_data ) } documents...data_size_mb / duration ) print ( f "done in { duration : .3f } s...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
Classification of text documents using sparse f...
print ( f " { len ( data_train . data ) } documents - " f " { data_train_size_mb...print ( f " { len ( target_names ) } categories" ) print ( f "vectorize...scikit-learn.org/stable/auto_examples/text/plot_document_classification_20newsgroups.html -
Demo of DBSCAN clustering algorithm — scikit-le...
print ( f "Homogeneity: { metrics . homogeneity_score...labels ) : .3f } " ) print ( f "Completeness: { metrics . completeness_score...scikit-learn.org/stable/auto_examples/cluster/plot_dbscan.html -
SelectFpr — scikit-learn 1.5.2 documentation
See also f_classif ANOVA F-value between label/feature...for a discrete target. f_regression F-value between label/feature...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.html -
Permutation Importance vs Random Forest Feature...
print ( f "RF train accuracy: { rf . score...y_train ) : .3f } " ) print ( f "RF test accuracy: { rf . score...scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html -
Approximate nearest neighbors in TSNE — scikit-...
msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...msg = f "Benchmarking on { dataset_name } :" print ( f " \n {...scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html