Hugging Face is transforming its existing NLP course into the LLM course to better reflect advancements in AI, incorporating new chapters on fine-tuning LLMs and reasoning models. While classic NLP material will be updated, the course will also focus on making cutting-edge research accessible and include interactive exercises and live sessions for enhanced learning.