相關主題
商品描述
In the rapidly evolving landscape of customer experience (CX), businesses are constantly seeking innovative ways to understand, predict, and enhance customer interactions. This groundbreaking book, "Synthetic Data Revolution in Customer Experience: Powering the Future with Generative AI," offers a comprehensive guide to harnessing the power of synthetic data and generative AI in CX applications.
From proving CX hypotheses and conducting risk-free experiments to training robust language models, this book demonstrates why synthetic data is not just an option but a necessity in today's data-driven world. It explores how Canary and telemetry testing with synthetic data can provide invaluable insights without compromising real customer data, and delves into the critical role of synthetic data in creating and refining Large Language Models.
Written for CX professionals, data scientists, and business leaders alike, this book provides practical strategies for leveraging generative AI to create large, powerful datasets. It offers step-by-step guidance on applying these datasets in customer experience application development and ongoing tests in production environments.
Readers will learn:
- Why synthetic data is crucial for proving CX application hypotheses
- How to use Canary and telemetry testing with synthetic data for risk-free experimentation
- The importance of synthetic data in training Large Language Models
- Practical applications of generative AI in creating robust CX datasets
- Strategies for implementing synthetic data in CX application development and testing
This book is an essential resource for anyone looking to stay ahead in the competitive landscape of customer experience. By embracing the synthetic data revolution, businesses can unlock new levels of innovation, efficiency, and customer satisfaction.
商品描述(中文翻譯)
在快速演變的客戶體驗 (CX) 環境中,企業不斷尋求創新的方法來理解、預測和提升客戶互動。這本開創性的書籍《客戶體驗中的合成數據革命:用生成式 AI 驅動未來》提供了一個全面的指南,幫助讀者利用合成數據和生成式 AI 在 CX 應用中的力量。
從驗證 CX 假設和進行無風險實驗到訓練穩健的語言模型,本書展示了為什麼合成數據在當今數據驅動的世界中不僅僅是一個選擇,而是一個必要條件。它探討了如何使用 Canary 和合成數據進行遙測測試,提供寶貴的見解而不妥協真實客戶數據,並深入研究合成數據在創建和完善大型語言模型中的關鍵角色。
本書為 CX 專業人士、數據科學家和商業領導者而寫,提供了利用生成式 AI 創建大型強大數據集的實用策略。它提供了逐步指導,幫助讀者在客戶體驗應用開發和生產環境中的持續測試中應用這些數據集。
讀者將學到:
- 為什麼合成數據對於驗證 CX 應用假設至關重要
- 如何使用合成數據進行 Canary 和遙測測試以進行無風險實驗
- 合成數據在訓練大型語言模型中的重要性
- 生成式 AI 在創建穩健的 CX 數據集中的實際應用
- 在 CX 應用開發和測試中實施合成數據的策略
這本書是任何希望在競爭激烈的客戶體驗領域中保持領先的人的重要資源。通過擁抱合成數據革命,企業可以解鎖創新、效率和客戶滿意度的新高度。