How Large Language Models Work

Learn how large language models like GPT and Gemini work under the hood in plain English.How Large Language Models Worktranslates years of expert research on Large Language Models into a readable, focused introduction to working with these amazing systems. It explains clearly how LLMs function, introduces the optimization techniques to fine-tune them, and shows how to create pipelines and processes to ensure your AI applications are efficient and error-free.InHow Large Language Models Workyou will learn how to: Test and evaluate LLMs Use human feedback, supervised fine-tuning, and Retrieval augmented generation (RAG) Reducing the risk of bad outputs, high-stakes errors, and automation bias Human-computer interaction systems Combine LLMs with traditional ML How Large Language Models Workis written by some of the best machine learning researchers at Booz Allen Hamilton, including researcherStella Biderman, Director of AI/ML ResearchDrew Farris, and Director of Emerging AIEdward Raff. In clear and simple terms, these experts lay out the foundational concepts of LLMs, the technology’s opportunities and limitations, and best practices for incorporating AI into your organization.