In addition to the other great suggestions in this thread, you may also be interested in a book that Thomas, Leandro and I are currently writing on  Transformers: Natural Language Processing with Transformers [Book] 3
You can view the draft chapters if you have an O’Reilly account, and the final version should be out later this year