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所在平台: Udemy |
课程主页: https://www.udemy.com/course/llmops-concepts/
课程评论：没有评论
课程总结：LLMOps概念 课程名称：LLMOps概念 本课程带领学员踏上大型语言模型运营（LLMOps）的探索之旅，适合各类热爱者及专业人士。课程内容涵盖从创意构想到实际部署的基本知识，深入了解LLM应用的生命周期及其在组织中的关键作用。学员将获得关于每个阶段的挑战与考虑的见解，学习如何优化开发流程并确保平稳部署，同时关注数据治理与安全性。完成课程后，学员将对LLMOps概念有全面的理解，并能够将其应用于自己的项目中。 课程章节简介： 1. **引言与创意思考阶段**：介绍LLMOps及LLM应用开发的创意阶段，阐述LLMOps的基础知识，概述LLM的生命周期阶段，并重点讨论创意阶段的关键活动，如数据获取以及选择开源与专有LLM的决策。 2. **开发阶段**：重点关注LLM应用创建的开发流程，包括提示工程、代理与链、RAG与微调技术的对比，以及测试方法。 3. **运营阶段**：聚焦LLM应用的部署与管理，讨论包括CI/CD部署策略、扩展技术、监控实践、成本管理以及治理与安全考量。掌握这些概念将帮助学员高效管理LLM应用于运营环境中的表现。 通过本课程，学员将获得LLMOps的实用知识和技能，能够更好地针对现实应用进行开发与管理。
Embark on a journey into Large Language Model Operations (LLMOps). This course, designed for enthusiasts and professionals alike, guides you through the basics, from ideation to operational deployment.Delving into the LLM application lifecycle will reveal its pivotal role in organizations. You will gain insights into the challenges and considerations at each stage and how to refine development and ensure smooth deployment while embracing data governance and security. By the end of the course, you'll have a solid grasp of LLMOps concepts and know how to apply them to your applications.This chapter provides an introduction to LLMOps and the ideation phase of LLM application development. It explains the basics of LLMOps, highlights the lifecycle stages of LLMs, and covers key activities in the ideation phase, such as data sourcing and selecting between open-source and proprietary LLMs.This chapter focuses on the development phase of LLM application creation. It covers prompt engineering, agents and chains, RAG versus fine-tuning techniques, and testing methods.This chapter focuses on the operational phase of LLM application deployment and management. We will cover deployment strategies like CI/CD, scaling techniques, monitoring practices, cost management strategies, and governance and security considerations. Mastering these concepts will help you efficiently manage LLM applications in operational environments.
