BOOKS - What Is LLMOps? Large Language Models in Production
What Is LLMOps? Large Language Models in Production - Abi Aryan 2024-05-03 PDF | AZW3 | EPUB | MOBI O’Reilly Media, Inc. BOOKS
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What Is LLMOps? Large Language Models in Production
Author: Abi Aryan
Year: 2024-05-03
Format: PDF | AZW3 | EPUB | MOBI
File size: 10.1 MB
Language: ENG



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The author argues that LLMs have the power to revolutionize various industries, from customer service to healthcare, but their success depends on understanding the underlying technology and its limitations. The book provides a comprehensive overview of the current state of LLMs, discussing their capabilities, limitations, and future directions. It also offers practical guidance on how to integrate these models into existing systems and processes, ensuring successful adoption and effective use. The book begins by introducing the concept of LLMs and their significance in today's technology landscape. The author explains how these models are trained on vast amounts of data, allowing them to learn patterns and relationships that were previously unknown or unnoticed by humans. This training process enables LLMs to perform tasks such as language translation, sentiment analysis, and text summarization with remarkable accuracy. However, the author notes that LLMs are not without limitations, and their performance can be affected by factors such as data quality, model architecture, and deployment environment.
Автор утверждает, что LLM способны революционизировать различные отрасли, от обслуживания клиентов до здравоохранения, но их успех зависит от понимания базовой технологии и ее ограничений. В книге представлен всесторонний обзор текущего состояния LLM, обсуждаются их возможности, ограничения и будущие направления. Он также предлагает практическое руководство о том, как интегрировать эти модели в существующие системы и процессы, обеспечивая успешное внедрение и эффективное использование. Книга начинается с представления концепции LLM и их значимости в современном технологическом ландшафте. Автор объясняет, как эти модели обучаются на огромных объемах данных, что позволяет им изучать закономерности и отношения, которые ранее были неизвестны или незамечены людьми. Этот процесс обучения позволяет LLM выполнять такие задачи, как перевод языка, анализ настроений и обобщение текста с замечательной точностью. Однако автор отмечает, что LLM не лишены ограничений, а на их производительность могут влиять такие факторы, как качество данных, архитектура модели и среда развертывания.
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