BOOKS - LLMOps Managing Large Language Models in Production (Early Release)
LLMOps Managing Large Language Models in Production (Early Release) - Abi Aryan 2025-01-29 PDF | EPUB | MOBI O’Reilly Media, Inc. BOOKS
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LLMOps Managing Large Language Models in Production (Early Release)
Author: Abi Aryan
Year: 2025-01-29
Format: PDF | EPUB | MOBI
File size: 10.1 MB
Language: ENG



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LLMOps Managing Large Language Models in Production Early Release The book "LLMOps Managing Large Language Models in Production Early Release" provides a comprehensive guide to managing large language models in production environments, focusing on the practical aspects of deploying, maintaining, and scaling these models in real-world applications. The authors, who are experienced practitioners in the field, offer insights and best practices for managing the entire lifecycle of large language models, from development to deployment and maintenance. The book begins by discussing the importance of understanding the technology evolution process and its impact on society. The authors argue that the rapid pace of technological advancements has created both opportunities and challenges for humanity, and that it is essential to develop a personal paradigm for perceiving the technological process of developing modern knowledge. This paradigm should be based on the survival of humanity and the unification of people in a warring state. The authors then delve into the specifics of managing large language models, starting with the need for a robust infrastructure to support their deployment. They emphasize the importance of selecting the right hardware and software components, as well as designing an appropriate data pipeline to ensure efficient processing and storage of large amounts of data.
LLMOps Managing Large Language Models in Production Early Release Книга «LLMOps Managing Large Language Models in Production Early Release» содержит исчерпывающее руководство по управлению большими языковыми моделями в производственных средах с акцентом на практические аспекты развертывания, обслуживания и масштабирования этих моделей в реальных приложениях. Авторы, которые являются опытными практиками в этой области, предлагают идеи и передовые практики для управления всем жизненным циклом больших языковых моделей, от разработки до развертывания и обслуживания. Книга начинается с обсуждения важности понимания процесса эволюции технологий и его влияния на общество. Авторы утверждают, что быстрые темпы технологического прогресса создали как возможности, так и проблемы для человечества, и что важно разработать личную парадигму восприятия технологического процесса развития современных знаний. Эта парадигма должна основываться на выживании человечества и объединении людей в воюющее государство. Затем авторы углубляются в особенности управления большими языковыми моделями, начиная с необходимости наличия надежной инфраструктуры для поддержки их развертывания. Они подчеркивают важность правильного выбора аппаратных и программных компонентов, а также разработки соответствующего конвейера данных для обеспечения эффективной обработки и хранения больших объемов данных.
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