How Large Language Models Work by Edward Raff (.PDF)

File Size: 18.2 MB

How Large Language Models Work by Edward Raff, Drew Farris, Stella Biderman
Requirements: .PDF reader, 18.2 MB
Overview: Learn how large language models like GPT and Gemini work under the hood in plain English. How Large Language Models Work translates 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. How Large Language Models Work is an introduction to LLMs that explores OpenAI’s GPT models. The book takes you inside ChatGPT, showing how a prompt becomes text output. In clear, plain language, this illuminating book shows you when and why LLMs make errors, and how you can account for inaccuracies in your AI solutions. Once you know how LLMs work, you’ll be ready to start exploring the bigger questions of AI, such as how LLMs “think” differently that humans, how to best design LLM-powered systems that work well with human operators, and what ethical, legal, and security issues can—and will—arise from AI automation. Includes examples in Python. No knowledge of ML or AI systems is required.
Genre: Non-Fiction > Tech & Devices

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