Mastering the RAG: A Practical Guide to Deploying AI-Powered Data Retrieval and Generation in Your Enterprise -ERP, SAP, SFDC (Paperback)

Vemula, Anand

  • 出版商: Independently Published
  • 出版日期: 2024-05-16
  • 售價: $590
  • 貴賓價: 9.5$561
  • 語言: 英文
  • 頁數: 32
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9798325815768
  • ISBN-13: 9798325815768
  • 相關分類: SAP
  • 海外代購書籍(需單獨結帳)

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商品描述

Mastering the RAG: Unleash the Power of AI in Your Enterprise

Mastering the RAG: A Practical Guide to Deploying AI-Powered Data Retrieval and Generation in Your Enterprise (ERP, SAP, SFDC) equips you to harness the transformative power of Retrieval-Augmented Generation (RAG) for your enterprise applications. This book is your one-stop guide to implementing RAG with industry leaders like Oracle ERP, SAP, and Salesforce (SFDC), unlocking new levels of efficiency and data-driven insights.

Imagine a world where AI streamlines your workflows, intelligently retrieves data from your core enterprise applications, and generates comprehensive reports or creative text formats at your command. That's the power of RAG. This practical guide takes you step-by-step through the entire deployment process, from selecting the right Large Language Model (LLM) to building a user-friendly interface.

Part 1: Unveiling the RAG Potential

  • Demystify the RAG pattern: Grasp the core concepts and how it revolutionizes data retrieval and generation within enterprise applications.
  • Discover the advantages: Explore the tangible benefits of RAG for ERP, SAP, and SFDC users, including faster information retrieval, improved report generation, and enhanced automation.
  • Identify use cases: Learn how RAG can be applied to real-world scenarios across various departments, from generating sales forecasts in SFDC to creating comprehensive financial reports in Oracle ERP.

Part 2: Charting Your RAG Implementation Journey

  • Prepare for deployment: Understand the necessary pre-requisites, including identifying compatible data sources within your enterprise applications and choosing the most suitable LLM for your specific needs.
  • Dive deep into implementation: This section provides a detailed roadmap for setting up the retrieval component, integrating the LLM, and building a user-friendly interface or chatbot for seamless interaction.
  • Security matters: Learn best practices for safeguarding sensitive enterprise data throughout the RAG deployment process.

Part 3: Optimizing and Refining Your RAG

  • Perfecting performance: Discover techniques for testing and evaluating your RAG system to ensure accuracy, mitigate bias, and promote explainability.
  • User feedback and iteration: Learn how to incorporate user feedback into continuous improvement cycles to refine your RAG and maximize its effectiveness.

Mastering the RAG empowers you to become a leader in adopting cutting-edge AI solutions within your enterprise. This book equips you with the knowledge and practical steps to unlock a new era of data-driven decision making and streamline workflows across Oracle ERP, SAP, and SFDC.

商品描述(中文翻譯)

掌握 RAG:釋放 AI 在企業中的力量

《掌握 RAG:在您的企業中部署 AI 驅動的數據檢索與生成的實用指南(ERP、SAP、SFDC)》使您能夠利用檢索增強生成(Retrieval-Augmented Generation, RAG)在企業應用中的變革力量。本書是您實施 RAG 的一站式指南,涵蓋了 Oracle ERP、SAP 和 Salesforce (SFDC) 等行業領導者,開啟新的效率和數據驅動洞察的層次。

想像一個世界,AI 精簡您的工作流程,智能地從核心企業應用中檢索數據,並根據您的指令生成全面的報告或創意文本格式。這就是 RAG 的力量。本實用指南將逐步引導您完成整個部署過程,從選擇合適的大型語言模型(Large Language Model, LLM)到構建用戶友好的介面。

第一部分:揭示 RAG 的潛力
- 解密 RAG 模式:掌握核心概念及其如何徹底改變企業應用中的數據檢索與生成。
- 發現優勢:探索 RAG 為 ERP、SAP 和 SFDC 用戶帶來的實際好處,包括更快的信息檢索、改進的報告生成和增強的自動化。
- 確定使用案例:了解 RAG 如何應用於各部門的實際場景,從在 SFDC 中生成銷售預測到在 Oracle ERP 中創建全面的財務報告。

第二部分:規劃您的 RAG 實施之旅
- 準備部署:了解必要的前置條件,包括識別企業應用中的兼容數據來源和選擇最適合您特定需求的 LLM。
- 深入實施:本部分提供設置檢索組件、整合 LLM 和構建用戶友好介面或聊天機器人的詳細路線圖,以實現無縫互動。
- 安全問題:學習在 RAG 部署過程中保護敏感企業數據的最佳實踐。

第三部分:優化和完善您的 RAG
- 完善性能:發現測試和評估您的 RAG 系統的技術,以確保準確性、減少偏見並促進可解釋性。
- 用戶反饋與迭代:學習如何將用戶反饋納入持續改進循環,以完善您的 RAG 並最大化其有效性。

《掌握 RAG》使您能夠成為在企業中採用尖端 AI 解決方案的領導者。本書為您提供知識和實用步驟,開啟數據驅動決策的新時代,並精簡 Oracle ERP、SAP 和 SFDC 的工作流程。