Unfortunately, from the original Beatles formation (sorry Pete Best), only Ringo Starr and Paul McCartney (maybe) are left. So we can't have new songs from Beatles. But we all want more Beatles' songs. In this talk you will learn how to train and use the OpenAI's GPT2 model (that has not been released for almost a year due of "safety and security concerns") for this purpose. First of all we will retrieve the actual Beatles' song from the web, and then we will use a Google Colab notebook to use the power of the GPU in order to generate new lyrics. The music is up to you (for now).