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KBinsDiscretizer — scikit-learn 1.7.1 documenta...
>>> X = [[ - 2 , 1 , - 4 , - 1 ], ... [ - 1 , 2 , - 3 , - 0.5 ],...“hazen”, “weibull”, “linear”, “median_unbiased”, “normal_unbiased”},...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.KBinsDiscretizer.html -
PolynomialCountSketch — scikit-learn 1.7.1 docu...
1 , 1 ], [ 1 , 0 ], [ 0 , 1 ]] >>> y = [ 0 , 0 , 1 , 1 ] >>>...SGDClassifier(max_iter=10) >>> clf . score ( X_features , y ) 1.0 For...scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.PolynomialCountSketch.html -
fastica — scikit-learn 1.7.1 documentation
to ‘unit-variance’ in 1.3. fun {‘logcosh’, ‘exp’, ‘cube’} or...neg-entropy. Could be either ‘logcosh’, ‘exp’, or ‘cube’. You...scikit-learn.org/stable/modules/generated/fastica-function.html -
normalize — scikit-learn 1.7.1 documentation
array([[-0.4, 0.2, 0.4], [-0.5, 0. , 0.5]]) >>> normalize ( X , norm =...array([[-0.67, 0.33, 0.67], [-0.71, 0. , 0.71]]) On this page This Page...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.normalize.html -
davies_bouldin_score — scikit-learn 1.7.1 docum...
[[ 0 , 1 ], [ 1 , 1 ], [ 3 , 4 ]] >>> labels = [ 0 , 0 , 1 ]...davies_bouldin_score ( X , labels ) 0.12... On this page This Page...scikit-learn.org/stable/modules/generated/sklearn.metrics.davies_bouldin_score.html -
inplace_column_scale — scikit-learn 1.7.1 docum...
todense () matrix([[8, 1, 2], [0, 0, 5], [0, 0, 0], [0, 0, 0]]) >>>...todense () matrix([[16, 3, 4], [ 0, 0, 10], [ 0, 0, 0], [ 0, 0, 0]])...scikit-learn.org/stable/modules/generated/sklearn.utils.sparsefuncs.inplace_column_scale.html -
paired_euclidean_distances — scikit-learn 1.7.1...
= [[ 0 , 0 , 0 ], [ 1 , 1 , 1 ]] >>> Y = [[ 1 , 0 , 0 ], [ 1 ,..., 1 , 0 ]] >>> paired_euclidean_distances ( X , Y ) array([1.,...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise.paired_euclidean_distances.html -
Statistical comparison of models using grid sea...
': ['linear']}, {'degree': [2, 3], 'kernel': ['poly']}, {'kernel':...{'degree': [2, 3], 'kernel': ['poly']}, ...] scoring 'roc_auc' n_jobs...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_stats.html -
7.1. Pipelines and composite estimators — sciki...
(), SVC ()) Pipeline(steps=[('pca', PCA()), ('svc', SVC())])...pipeline. 7.1.1.1. Usage # 7.1.1.1.1. Build a pipeline # The Pipeline...scikit-learn.org/stable/modules/compose.html -
confusion_matrix — scikit-learn 1.7.1 documenta...
[ "ant" , "bird" , "cat" ]) array([[2, 0, 0], [0, 0, 1], [1, 0,...0 , 1 , 0 , 1 ], [ 1 , 1 , 1 , 0 ]) . ravel () . tolist () >>>...scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html