yes, notebooks have no difference for sklernex

You likely not exporting algorithms from scikit learn again after patching - i.e. patch call should be made prior to import.

Note there are kaggle notebooks that showcase same optimizations - https://www.kaggle.com/napetrov/tps04-svm-with-intel-extensi... They are also basically notebooks