Part 3: Advanced Topics

In this part, we delve into a variety of advanced topics that are crucial for the field of NLP. We will explore advanced model architecture designs, including Large Language Models (LLMs) and efficient transformers, as well as multilingual LMs. Additionally, we will cover other technical subjects such as Explainable AI (XAI), model tracking, deployment techniques, and serving models in a production environment.

This part has the following chapters: 

• Chapter 10, Large Language Models
• Chapter 11, Explainable AI (XAI) for NLP
• Chapter 12, Working with Efficient Transformers
• Chapter 13, Cross-Lingual and Multilingual Language Modeling
• Chapter 14, Serving Transformer Models
• Chapter 15, Model Tracking and Monitoring