Combining the Best of Two Worlds: From TF-IDF to Llama LLM

Explore the synergy between traditional Natural Language Processing (NLP) techniques and Large Language Models (LLMs) in this insightful conference talk. Discover how to address 'hallucination' issues and build robust applications by combining foundational NLP principles with cutting-edge LLM technology. Delve into a practical business case focused on crafting technical content that directly addresses customer challenges. Learn to leverage text analytics and open-source LLMs to extract valuable insights from user feedback and tailor content to audience needs. Gain actionable knowledge on implementing a topic modeling use case, complete with architecture insights and lessons learned. Understand how this approach can be fully automated using CI/CD principles, offering a comprehensive solution for analyzing and responding to user pain points efficiently.

Combining the Best of Two Worlds: From TF-IDF to Llama LLM - William Arias, GitLab