AI Product Manager's Handbook - Second Edition: Build, integrate, scale, and optimize products to grow as an AI product manager
暫譯: AI 產品經理手冊 - 第二版:構建、整合、擴展及優化產品以成長為 AI 產品經理

Bratsis, Irene

  • 出版商: Packt Publishing
  • 出版日期: 2024-11-29
  • 售價: $2,030
  • 貴賓價: 9.5$1,929
  • 語言: 英文
  • 頁數: 484
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1835882846
  • ISBN-13: 9781835882849
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Whether you're a seasoned professional or a newcomer to the world of AI product management, this is your definitive guide. Embark on a transformative journey into the future of intelligent product management.

Key Features:

- Chart a successful career path in the AI product management field 

- Packed with real-world examples, practical insights, and actionable strategies

- Navigate the complexities of AI product development and evolve your existing products 

Book Description:

This book will provide you with a detailed roadmap for successfully building, maintaining, and evolving artificial intelligence (AI)-driven products, serving as your indispensable companion on your journey to becoming an effective AI PM.

We'll explore the AI landscape, demystify complex terms, and walk you through infrastructure, algorithms, and deployment strategies. You'll master essential skills to understand the optimal flow of AI processes, learn about the product development life cycle from ideation to deployment and familiarize yourself with commonly used model development techniques. We'll discuss the intricacies of building products natively with AI, as well as evolving traditional software product to AI products. Regardless of your use case, we'll show you how you can craft compelling stories to captivate your audience. We'll help you find the right balance between foundational product design elements and the unique aspects of managing AI products, so you can prioritize wisely. We'll also explore career considerations for AI PMs.

By the end of this book, you will understand the importance of AI integration and be able to explore emerging AI/ML models like Generative AI and LLMs. You'll discover open-source capabilities and best practices for ideating, building, and deploying AI products across verticals.

What You Will Learn:

- Plan your AI PM roadmap

- Align your product strategy, nurture your team, and navigate the ongoing challenges of cost, tech, compliance, and risk management

- Identify pitfalls and green flags for optimal commercialization

- Separate hype from reality and identify quick wins for AI enablement and GenAI

- Understand the fundamentals of developing and managing both native and evolving AI products

- Benchmark product success from a holistic perspective

Who this book is for:

This book is for aspiring and experienced product managers, as well as other professionals interested in incorporating AI into their products. Foundational knowledge of AI is expected and reinforced. If you are looking to better understand machine learning principles and data science methodologies, you will benefit from this book, particularly if you're in a role where the application of AI/ML directly influences marketing outcomes and business strategies.

Table of Contents

- What is AI?

- Model Maintenance

- Machine Learning and Deep Learning Deep Dive

- Promising Developments in AI Products

- What's next in AI Products?

- Understanding the AI native product

- Productizing a ML Service

- Customization for Verticals, Customers & Peer Groups

- Product Design for the AI Native Product

- Benchmarking Performance, Cost & Growth Hacking

- Managing the AI Native Product

- Rising Tide of AI

- Trends & Insights Across Industry

- Evolving products into AI products

- The role of design when products evolve to embrace AI

- Managing the Evolving AI Product

- Starting a career in AI PM

- What does it mean to be a good AI PM?

- The Evergreen Learner: Maturing and growing in AI PM

商品描述(中文翻譯)

無論您是資深專業人士還是人工智慧產品管理的新手,這都是您的權威指南。踏上智能產品管理未來的轉型之旅。

主要特色:
- 在人工智慧產品管理領域規劃成功的職業道路
- 充滿真實案例、實用見解和可行策略
- 導航人工智慧產品開發的複雜性,並演進您現有的產品

書籍描述:
本書將為您提供成功構建、維護和演進人工智慧(AI)驅動產品的詳細路線圖,成為您成為有效的AI產品經理(AI PM)之旅中不可或缺的夥伴。我們將探索AI的全景,揭開複雜術語的神秘面紗,並引導您了解基礎設施、算法和部署策略。您將掌握理解AI流程最佳流動的基本技能,學習從構思到部署的產品開發生命週期,並熟悉常用的模型開發技術。我們將討論使用AI原生構建產品的複雜性,以及如何將傳統軟體產品演進為AI產品。無論您的使用案例為何,我們將向您展示如何創作引人入勝的故事以吸引您的受眾。我們將幫助您在基礎產品設計元素和管理AI產品的獨特方面之間找到正確的平衡,以便您能夠明智地優先考慮。我們還將探討AI PM的職業考量。

在本書結束時,您將理解AI整合的重要性,並能探索新興的AI/ML模型,如生成式AI和大型語言模型(LLMs)。您將發現開源能力和最佳實踐,以便在各個垂直領域構思、構建和部署AI產品。

您將學到的內容:
- 計劃您的AI PM路線圖
- 將您的產品策略對齊,培養您的團隊,並應對成本、技術、合規性和風險管理的持續挑戰
- 確定最佳商業化的陷阱和綠旗
- 分辨炒作與現實,並識別AI啟用和生成式AI的快速勝利
- 理解開發和管理原生及演進AI產品的基本原則
- 從整體角度基準產品成功

本書適合誰:
本書適合有志於成為產品經理的新人和經驗豐富的產品經理,以及其他有興趣將AI融入其產品的專業人士。預期並強化對AI的基礎知識。如果您希望更好地理解機器學習原則和數據科學方法論,您將從本書中受益,特別是如果您在一個AI/ML的應用直接影響市場結果和商業策略的角色中。

目錄
- 什麼是AI?
- 模型維護
- 機器學習和深度學習深入探討
- AI產品的有前景發展
- AI產品的下一步是什麼?
- 理解AI原生產品
- 將機器學習服務產品化
- 針對垂直市場、客戶和同行群體的定制
- AI原生產品的產品設計
- 性能、成本和增長黑客的基準
- 管理AI原生產品
- AI的興起
- 行業趨勢與見解
- 將產品演進為AI產品
- 當產品演進以擁抱AI時設計的角色
- 管理演進中的AI產品
- 開始AI PM的職業生涯
- 成為一名優秀AI PM意味著什麼?
- 永恆的學習者:在AI PM中成熟和成長