stuck on finding a approach for app detection ( making a transformer modal out of unlabeled network data) [R] [P]

As the title suggests I'm currently trying to make a modal to identify which app is being used. The thing is I don't have labelled data and generating it is out of question since that is a lot of work ( I need to detect like 3-5K apps give or take)