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Hierarchical clustering: structured vs unstruct...
print ( f "Elapsed time: { elapsed_time : .2f } s" ) print ( f "Number...print ( f "Elapsed time: { elapsed_time : .2f } s" ) print ( f "Number...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.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 -
Single estimator versus bagging: bias-variance ...
f ( X_test ), "b" , label = "$f(x)$" ) plt . plot...estimators ) # Generate data def f ( x ): x = x . ravel () return...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
Zach Savich - Wikipedia
F.A. from the University of Iowa...Writers’ Workshop and a second M.F.A from the program for Poets and...en.wikipedia.org/wiki/Zach_Savich -
LeaveOneOut — scikit-learn 1.6.1 documentation
print ( f "Fold { i } :" ) ... print ( f " Train: index=...train_index } " ) ... print ( f " Test: index= { test_index }...scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html -
PredefinedSplit — scikit-learn 1.6.1 documentation
print ( f "Fold { i } :" ) ... print ( f " Train: index=...train_index } " ) ... print ( f " Test: index= { test_index }...scikit-learn.org/stable/modules/generated/sklearn.model_selection.PredefinedSplit.html -
Clustering text documents using k-means — sciki...
print ( f "LSA done in { time () - t0 : .3f } s" ) print ( f "Explained...unique_labels . shape [ 0 ] print ( f " { len ( dataset . data ) } documents...scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html -
Biclustering documents with the Spectral Co-clu...
print ( f "categories : { cat_string } " ) print ( f "words :...cocluster . row_labels_ print ( f "Done in { time () - start_time...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html -
Prediction Intervals for Gradient Boosting Regr...
f ( xx ), "g:" , linewidth = 3 , label = r "$f(x) = x\,\sin(x)$"...( xx , f ( xx ), "g:" , linewidth = 3 , label = r "$f(x) = x\,\sin(x)$"...scikit-learn.org/stable/auto_examples/ensemble/plot_gradient_boosting_quantile.html -
SGD: convex loss functions — scikit-learn 1.6.1...
"Decision function $f(x)$" ) plt . ylabel ( "$L(y=1, f(x))$" ) plt ....scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_loss_functions.html