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The AI Product Manager's Handbook
The AI Product Manager's Handbook

The AI Product Manager's Handbook: Develop a product that takes advantage of machine learning to solve AI problems

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The AI Product Manager's Handbook

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Key benefits

  • Build products that leverage AI for the common good and commercial success
  • Take macro data and use it to show your customers you’re a source of truth
  • Best practices and common pitfalls that impact companies while developing AI product

Description

Product managers working with artificial intelligence will be able to put their knowledge to work with this practical guide to applied AI. This book covers everything you need to know to drive product development and growth in the AI industry. From understanding AI and machine learning to developing and launching AI products, it provides the strategies, techniques, and tools you need to succeed. The first part of the book focuses on establishing a foundation of the concepts most relevant to maintaining AI pipelines. The next part focuses on building an AI-native product, and the final part guides you in integrating AI into existing products. You’ll learn about the types of AI, how to integrate AI into a product or business, and the infrastructure to support the exhaustive and ambitious endeavor of creating AI products or integrating AI into existing products. You’ll gain practical knowledge of managing AI product development processes, evaluating and optimizing AI models, and navigating complex ethical and legal considerations associated with AI products. With the help of real-world examples and case studies, you’ll stay ahead of the curve in the rapidly evolving field of AI and ML. By the end of this book, you’ll have understood how to navigate the world of AI from a product perspective.

Who is this book for?

This book is for product managers and other professionals interested in incorporating AI into their products. Foundational knowledge of AI is expected. If you understand the importance of AI as the rising fourth industrial revolution, this book will help you surf the tidal wave of digital transformation and change across industries.

What you will learn

  • Build AI products for the future using minimal resources
  • Identify opportunities where AI can be leveraged to meet business needs
  • Collaborate with cross-functional teams to develop and deploy AI products
  • Analyze the benefits and costs of developing products using ML and DL
  • Explore the role of ethics and responsibility in dealing with sensitive data
  • Understand performance and efficacy across verticals
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Publication date, Length, Edition, Language, ISBN-13
Publication date : Feb 28, 2023
Length: 250 pages
Edition : 1st
Language : English
ISBN-13 : 9781804612934
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Languages :

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Product Details

Publication date : Feb 28, 2023
Length: 250 pages
Edition : 1st
Language : English
ISBN-13 : 9781804612934
Category :
Languages :

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Table of Contents

18 Chapters
Part 1 – Lay of the Land – Terms, Infrastructure, Types of AI, and Products Done Well Chevron down icon Chevron up icon
Chapter 1: Understanding the Infrastructure and Tools for Building AI Products Chevron down icon Chevron up icon
Chapter 2: Model Development and Maintenance for AI Products Chevron down icon Chevron up icon
Chapter 3: Machine Learning and Deep Learning Deep Dive Chevron down icon Chevron up icon
Chapter 4: Commercializing AI Products Chevron down icon Chevron up icon
Chapter 5: AI Transformation and Its Impact on Product Management Chevron down icon Chevron up icon
Part 2 – Building an AI-Native Product Chevron down icon Chevron up icon
Chapter 6: Understanding the AI-Native Product Chevron down icon Chevron up icon
Chapter 7: Productizing the ML Service Chevron down icon Chevron up icon
Chapter 8: Customization for Verticals, Customers, and Peer Groups Chevron down icon Chevron up icon
Chapter 9: Macro and Micro AI for Your Product Chevron down icon Chevron up icon
Chapter 10: Benchmarking Performance, Growth Hacking, and Cost Chevron down icon Chevron up icon
Part 3 – Integrating AI into Existing Non-AI Products Chevron down icon Chevron up icon
Chapter 11: The Rising Tide of AI Chevron down icon Chevron up icon
Chapter 12: Trends and Insights across Industry Chevron down icon Chevron up icon
Chapter 13: Evolving Products into AI Products Chevron down icon Chevron up icon
Index Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

Top Reviews
Rating distribution
Full star icon Full star icon Full star icon Full star icon Half star icon 4.5
(28 Ratings)
5 star 78.6%
4 star 7.1%
3 star 7.1%
2 star 0%
1 star 7.1%
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Top Reviews

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Marie Coovert Jun 24, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
Irene really gives full A-Z coverage of what it looks like to lead the development of an AI product. She gives the necessary introduction to all the current relevant technologies, detail into the business fit, and a nuanced view of AI’s societal impact. This is a thorough, but approachable read that I’d recommend to anyone interested in the AI space - technical concepts are explained in such an approachable way I ordered another copy for my brother who is a college student interested in data science and this has been a really approachable introduction to ML concepts.
Amazon Verified review Amazon
Amanda Miller May 15, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book couldn't be more relevant as the AI landscape is unfolding and expanding quicker than ever! This three-part book is a great starting point for understanding the necessary tools, methods, models, and even commercialization techniques for building and managing AI and ML products. The author also discusses how to evolve existing products into AI products, as well as current trends and insights across industries.It's thorough and well-written, and provides a great overview for anyone interested in creating AI products, even those without an overly-technical background. Highly recommend!
Amazon Verified review Amazon
Yiqiao Yin Mar 20, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
This book caters to individuals who aspire to become AI product managers, AI technologists, and entrepreneurs, as well as those with a casual interest in the process of creating AI products. It is suitable for those already engaged in product management with a curiosity for developing AI products, and for those working in AI development who wish to integrate their knowledge into product management and transition to a more business-centric role. Although some chapters in the book have a technical focus, the technical content is designed to be beginner-friendly and accessible to all readers.
Amazon Verified review Amazon
Jodie Ng Dec 04, 2023
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As a seasoned consultant with a focus on AI and Automation, I've found 'The AI Product Manager's Handbook' by Irene Bratsis to be a critical resource in my professional toolkit. This book adeptly introduces fundamental machine learning concepts tailored specifically for AI product managers. It achieves a commendable balance, offering sufficient technical insights to empower product managers in AI discussions, while remaining accessible to those without a technical background.Bratsis emphasizes the significance of collaborating with stakeholders and acting as a bridge among various departments involved in AI projects. Additionally, she thoughtfully addresses AI ethics, particularly the need for representative datasets, moving beyond superficial treatment of ethical concerns in AI implementation within organizations.A notable strength of the book is Bratsis' structured approach to developing AI products, covering both AI-centric products and the incorporation of AI into existing products. This methodological perspective is particularly valuable, as the field of AI Product Development, although increasingly recognized, lacks a clearly defined framework. Bratsis' contribution in this regard, outlining a comprehensive process for driving AI products from conception to deployment, is commendable.The book is enriched with practical examples that vividly bring AI product concepts to life. These examples are especially beneficial for readers like myself, who are less technically inclined, offering clear insights into the practicalities and significance of AI solutions. It stands as an indispensable guide for industry leaders keen on successfully steering and launching AI initiatives.While Bratsis extensively covers AI ethics, a thought that struck me during my reading was the under-discussed topic of 'truth' in datasets. While issues of bias and representation receive deserved attention, the importance of training machine learning models on reliable and truthful data sources is less frequently addressed. This leads to critical considerations, such as whether legal models are trained on sensational media articles or actual court filings, or if scientific AI models are based on peer-reviewed research or popular science commentary. Recognizing bias as a relative term, it is crucial to prioritize truthfulness as a fundamental standard.The book, largely written pre-chatGPT, possesses an authenticity that is refreshing. Since it predates the surge of generative AI like chatGPT, it feels more grounded in the foundational aspects of AI and ML, steering clear of the latest buzzwords and trends like 'Prompt Engineering.' However, an exploration of how generative AI might reshape the role of AI Product Managers would have been a valuable addition. Nevertheless, this aspect only heightens my anticipation for future updates from Bratsis.In conclusion, 'The AI Product Manager's Handbook' is an essential read for anyone engaged in AI product management. Bratsis' insights, combined with real-world examples, offer a clear and practical guide for leading successful AI product initiatives. The book is particularly recommended for leaders seeking to adeptly manage AI integration in a variety of sectors, maintaining a balanced and ethically responsible approach.
Amazon Verified review Amazon
Tenacious1976 Jul 02, 2024
Full star icon Full star icon Full star icon Full star icon Full star icon 5
As a pretty new product manager and as part of a team that is really focused on AI, I was keen to pick this up and get some deeper insights into working with AI as a product manager. This book stands out for its practical approach, demystifying complex machine learning concepts and offering actionable insights that bridge the gap between technical teams and product managers.One of the book's strongest points is its structured roadmap, which walks readers through the entire AI product lifecycle—from ideation and feasibility analysis to development and post-launch iterations. It effectively highlights the importance of collaboration between data scientists, engineers, and product managers, providing tools and frameworks to facilitate seamless communication and project alignment.Moreover, the case studies included are particularly enlightening, showcasing real-world applications of AI and the challenges encountered. These examples not only illustrate successful implementations but also provide valuable lessons from less successful attempts, making it a well-rounded educational resource.While the book is rich in detail, it remains accessible to those who may not have a deep technical background. The author's ability to explain machine learning principles in a clear and concise manner ensures that readers of varying expertise can grasp and apply the concepts.
Amazon Verified review Amazon
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