We have all seen how powerful and impactful large language models (LLMs) like ChatGPT can be. These very powerful AI models are enabling a new generation of conversational applications. This six-hour hands-on workshop introduces the audience to LLMs, data augmentation using the Retrieval Generation Augmentation (RAG) approach, and how to build web-based apps using open-source tools.