Jeremy, thanks for putting this out. I had issues with part 1, v1 with the AWS set up. But I had none of those issues with this course. As a beginner programmer the template provided via Paperspace is just what I needed. I've been waiting for this course to be released for a really long time now, so I am incredibly excited to have successfully set up the environment and am now FINALLY ready to learn. Thank you!