LangFlow in action: A Hands-On Guide to Building Agentic Workflows and Retrieval-Augmented Generation Applications
暫譯: LangFlow 實作:構建代理工作流程與增強檢索生成應用的實用指南
Devline, Morgan
- 出版商: Independently Published
- 出版日期: 2024-12-13
- 售價: $730
- 貴賓價: 9.5 折 $694
- 語言: 英文
- 頁數: 166
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9798303638303
- ISBN-13: 9798303638303
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相關分類:
LangChain
海外代購書籍(需單獨結帳)
相關主題
商品描述
LangFlow is revolutionizing how we design and manage AI workflows. By combining visual simplicity with the power of LangChain's dynamic capabilities, LangFlow enables developers to create intelligent, scalable, and modular workflows with ease. From building Retrieval-Augmented Generation (RAG) systems to creating agentic workflows, this technology simplifies the development of AI-powered applications that retrieve knowledge, generate content, and automate tasks seamlessly. LangFlow empowers users to focus on innovation by taking care of the complexity behind AI system design.
Whether you're starting from scratch or refining advanced workflows, this book takes you step-by-step through building intelligent, real-world AI applications. With clear explanations, practical examples, and actionable tips, it covers everything from basic workflow design to advanced deployment strategies. Learn how to harness LangFlow's capabilities to create scalable, efficient, and future-proof systems that solve real-world problems.
Key Features
- Discover how to design modular, reusable AI workflows for long-term scalability.
- Learn the secrets behind building agentic workflows capable of decision-making.
- Master Retrieval-Augmented Generation (RAG) to combine knowledge retrieval and language generation effectively.
- Explore multi-modal workflows integrating text, images, and APIs for cutting-edge applications.
- Avoid common pitfalls and debug workflows using step-by-step troubleshooting techniques.
- Optimize workflows for high performance and scale them across local, cloud, and hybrid environments.
- Follow real-world case studies, including customer support bots, research assistants, and enterprise-grade AI systems.
Who Is This Book For?
- AI Developers: Create powerful workflows that handle complex tasks with ease.
- Data Scientists: Leverage LangFlow to process data intelligently and efficiently.
- Tech Enthusiasts: Explore how to build real-world AI systems without prior expertise in advanced programming.
- Business Professionals: Automate processes and scale solutions for industries like healthcare, finance, and e-commerce.
Whether you're a beginner seeking a hands-on introduction or an experienced developer aiming to expand your toolkit, this book has something for everyone.
Morgan Devline is a seasoned AI practitioner with a deep passion for simplifying complex technologies. With years of experience in building AI-powered solutions and a knack for clear, actionable teaching, Morgan understands the real challenges developers face in designing and scaling AI workflows. Through this book, Morgan delivers a hands-on, approachable guide packed with proven strategies, real-world examples, and best practices. By the end of this journey, you'll not only have the technical skills to build innovative workflows but also the confidence to tackle any AI challenge. Morgan's expertise ensures this book is a practical resource you can rely on to solve problems and achieve your goals.
商品描述(中文翻譯)
LangFlow 正在徹底改變我們設計和管理 AI 工作流程的方式。通過將視覺簡單性與 LangChain 的動態能力相結合,LangFlow 使開發人員能夠輕鬆創建智能、可擴展和模組化的工作流程。從構建檢索增強生成(Retrieval-Augmented Generation, RAG)系統到創建代理工作流程,這項技術簡化了開發 AI 驅動的應用程序,這些應用程序能夠無縫檢索知識、生成內容和自動化任務。LangFlow 使使用者能夠專注於創新,因為它處理了 AI 系統設計背後的複雜性。
無論您是從零開始還是精煉高級工作流程,本書將逐步引導您構建智能的現實世界 AI 應用程序。通過清晰的解釋、實用的範例和可行的建議,它涵蓋了從基本工作流程設計到高級部署策略的所有內容。學習如何利用 LangFlow 的能力來創建可擴展、高效且未來-proof 的系統,以解決現實世界的問題。
主要特點
- 探索如何設計模組化、可重用的 AI 工作流程,以實現長期可擴展性。
- 瞭解構建能夠決策的代理工作流程的秘密。
- 精通檢索增強生成(RAG),有效結合知識檢索和語言生成。
- 探索整合文本、圖像和 API 的多模態工作流程,以實現尖端應用。
- 避免常見的陷阱,並使用逐步故障排除技術來調試工作流程。
- 優化工作流程以實現高性能,並在本地、雲端和混合環境中擴展它們。
- 參考現實案例研究,包括客戶支持機器人、研究助理和企業級 AI 系統。
本書適合誰?
- AI 開發人員:創建強大的工作流程,輕鬆處理複雜任務。
- 數據科學家:利用 LangFlow 智能高效地處理數據。
- 技術愛好者:探索如何在沒有高級編程專業知識的情況下構建現實世界的 AI 系統。
- 商業專業人士:自動化流程並為醫療、金融和電子商務等行業擴展解決方案。
無論您是尋求實踐入門的初學者,還是希望擴展工具包的經驗豐富的開發人員,本書都能滿足每個人的需求。
Morgan Devline 是一位資深的 AI 實踐者,對簡化複雜技術充滿熱情。擁有多年構建 AI 驅動解決方案的經驗,以及清晰、可行的教學能力,Morgan 理解開發人員在設計和擴展 AI 工作流程時面臨的真正挑戰。通過本書,Morgan 提供了一本實用、易於接近的指南,內含經過驗證的策略、現實範例和最佳實踐。在這段旅程結束時,您不僅將擁有構建創新工作流程的技術技能,還將擁有應對任何 AI 挑戰的信心。Morgan 的專業知識確保本書成為您可以依賴的實用資源,以解決問題並實現目標。