Deep learning has transformed the way we do natural language processing and what we can expect from it. We will discuss the technologies released between the release of BERT and now in the first part of the workshop. The second part will be dedicated to performing some hands-on exercises that will show you how deep learning technologies for text processing can be utilized and how effective they can be.