The problem I noticed was that the create_cnn in lesson1 was hanging indefinitely when I updated Pytorch to 1.0.1. To resolve it I pinned version of Pytorch to 1.0.0 by running : conda install -c pytorch pytorch=1.0.0. You can use this script that is used on Azure Windows Data Science VM as a reference.