Large Language Models (LLMs) have shown a huge potential and recently the have drawn much attention. In this presentation, Ameet Deshpande and Alexander Wettig gives a detailed explanation about how Large Language Models and ChatGPT works. He makes clear that he does not assume that the audience has any prior knowledge about language models. He starts with embedding and give an explanation about Transformers as well. This is the second part of this serie.