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所在平台: Udemy |
课程主页: https://www.udemy.com/course/chatgpt-and-langchain-the-complete-developers-masterclass/
课程评论：没有评论
## Coursera 课程总结：ChatGPT 与 LangChain：全能开发者大师班 本课程是关于如何将 ChatGPT 和 LangChain 集成到生产级应用程序的深度、全面且密集的学习体验。课程旨在帮助学习者掌握构建功能强大的 AI 应用的技能，并为 AI 领域的新工作做好准备。 **核心亮点：** * **超越基础：** 不同于许多仅介绍基本 ChatGPT 提示的课程，本课程深入探讨了公司当前在应用中集成文本生成的技术。 * **解决生产级挑战：** 课程将详细讲解如何应对构建复杂文本生成管线、集成外部信息、创建可重用的配置组件、应用用户反馈改进模型输出、以及实现可观测性和分布式处理等方面的挑战。 * **项目驱动学习：** 学习者将通过一系列从基础到复杂的项目来实践所学知识。最终目标是构建一个集成了“与 PDF 聊天”功能的完整 Web 应用，即使没有 Web 开发经验也能轻松上手。 * **LangChain 的实践应用：** 课程将教授如何利用 LangChain 的各种功能，包括： * 理解复杂的文本生成管线。 * 编写可重用的代码。 * 串联 Chains 以灵活改变应用行为。 * 使用对话记忆来存储、检索和总结聊天记录。 * 通过 Embeddings 实现语义搜索（Retrieval-Augmented Generation）。 * 在 ChromaDB 和 Pinecone 等向量数据库中生成和存储 Embeddings。 * 使用 Retrievers 来精炼、减少和排序上下文文档，为 ChatGPT 引入新信息。 * 创建 Agents 来自动完成目标任务。 * 编写 Tools 和 Plugins 以允许 ChatGPT 访问外部世界。 * 通过 Celery 和 Redis 利用分布式处理来保证性能。 * 扩展 LangChain 实现服务器到浏览器的文本流传输。 * 通过用户生成反馈机制提高 ChatGPT 输出质量。 * 利用 Tracing 了解用户与文本生成功能的交互情况。 **课程特色：** * **实战导向：** 课程采用经过验证的、强调实际应用的方法，确保学习者真正理解技术并在真实世界中使用。 * **深入细节：** 课程深入探讨了公司级使用的先进技术，为学习者提供差异化优势。 **总结：** 本课程是渴望掌握 ChatGPT 和 LangChain 尖端技术，并将其应用于构建实际、可扩展和高性能 AI 应用开发者的理想选择。无论您是想提升现有技能还是开启 AI 职业生涯，本课程都将为您提供宝贵的知识和实践经验。
You've found the most advanced, most complete, and most intensive masterclass online for learning how to integrate LangChain and ChatGPT into production-ready applications!Thousands of engineers have learned how to build amazing applications using ChatGPT, and you can too. This course uses a time-tested, battle-proven method to make sure you understand exactly how ChatGPT works, and is the perfect pathway to help you get a new job as a software engineer working on AI-enabled apps.The difference between this course and all the others: you will go far beyond the basics of simple ChatGPT prompts, and understand how companies are integrating text generation into their apps today.___________ChatGPT is being used across industries to enhance applications with text generation. But with this new feature comes many challenges: Building complex text generation pipelines that incorporate outside informationCreating reusable configuration components that can be reassembled in different waysApplying user feedback (like upvotes/downvotes) to enhance ChatGPT's outputWiring in observability and tracing to see how users are interacting with your AIGenerate text performantly using distributed processingThis course will walk you through production-ready, repeatable techniques for addressing each of these challenges and many more.What will you build?This course focuses on creating a series of different projects of increasing complexity. You'll start from the very basics, understanding how to access ChatGPT 4 programatically. From there, we will quickly increase in complexity, building more complex projects with many more features. By the end, you will make a fully-featured web app that implements a "Chat-with-a-PDF" feature. Note: no previous web development experience is required.Here's a partial list of some of the topics you'll cover:Understand how complex text-generation pipelines workWrite reusable code using chains provided by LangChainConnect chains together in different ways to dramatically change your apps behavior with easeStore, retrieve, and summarize chat messages using conversational memoryImplement semantic search for Retrieval-Augmented Generation using embeddingsGenerate and store embeddings in vector databases like ChromaDB and PineconeUse retrievers to refine, reduce, and rank context documents, teaching ChatGPT new informationCreate agents to automatically accomplish tasks for you using goals you defineWrite tools and plugins to allow ChatGPT to access the outside worldMaintain a consistent focus on performance through distributed processing using Celery and RedisExtend LangChain to implement server-to-browser text streamingImprove ChatGPT's output quality through user-generated feedback mechanismsGet visibility into how users interact with your text generation features by using tracingThere are a ton of courses that show how to use ChatGPT at a very basic level. This is one of the very few courses online that goes far beyond the basics to teach you advanced techniques that top companies are using today. I have a passion for teaching topics the right way - the way that you'll actually use technology in the real world. Sign up today and join me!
