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Displaying estimators and complex pipelines — s...
ColumnTransformer(transformers=[('pipeline-1', Pipeline(steps=[('simpleimputer',...ColumnTransformer(transformers=[('pipeline-1', Pipeline(steps=[('simpleimputer',...scikit-learn.org/stable/auto_examples/miscellaneous/plot_estimator_representation.html -
HashingVectorizer — scikit-learn 1.6.0 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 -
graphical_lasso — scikit-learn 1.6.0 documentation
05 ) >>> emp_cov array([[ 1.68..., 0.21..., -0.20...], [ 0.21...,...scikit-learn.org/stable/modules/generated/sklearn.covariance.graphical_lasso.html -
Product — scikit-learn 1.6.0 documentation
y ) 1.0 >>> kernel 1.41**2 * RBF(length_scale=1) __call__...kernel takes two kernels \(k_1\) and \(k_2\) and combines them...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.Product.html -
Time-related feature engineering — scikit-learn...
spring 0 1 0 False 6 False clear 9.84 14.395 0.81 0.0000 1 spring...spring 0 1 1 False 6 False clear 9.02 13.635 0.80 0.0000 2 spring...scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html -
Introducing the set_output API — scikit-learn 1...
798301 -1.271411 -1.327605 12 -1.244466 -0.086944 -1.327407 -1.459074...60 5.0 2.0 3.5 1.0 1 4.9 3.0 1.4 0.2 8 4.4 2.9 1.4 0.2 93 5.0 2.3...scikit-learn.org/stable/auto_examples/miscellaneous/plot_set_output.html -
plot_release_highlights_1_6_0.rst.txt
1, 6, np.nan]).reshape(-1, 1) y = [0, 0, 1, 1] forest...code-block:: none array([0, 0, 1, 1]) .. GENERATED FROM PYTHON SOURCE...scikit-learn.org/stable/_sources/auto_examples/release_highlights/plot_release_highlights_1_6_0.r... -
Image denoising using dictionary learning — sci...
raccoon_face [ 1 :: 4 , :: 4 ] + raccoon_face [:: 4 , 1 :: 4 ] + raccoon_face...raccoon_face [ 1 :: 4 , 1 :: 4 ] ) raccoon_face /= 4.0 height...scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html -
fowlkes_mallows_score — scikit-learn 1.6.0 docu...
1 , 1 ], [ 0 , 0 , 1 , 1 ]) np.float64(1.0) >>> fowlkes_mallows_score...([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) np.float64(1.0) If classes...scikit-learn.org/stable/modules/generated/sklearn.metrics.fowlkes_mallows_score.html -
brier_score_loss — scikit-learn 1.6.0 documenta...
y_true in {-1, 1} or {0, 1}, pos_label defaults to 1; else if y_true...0 or all -1, in which case pos_label defaults to 1. Read more...scikit-learn.org/stable/modules/generated/sklearn.metrics.brier_score_loss.html