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The AI Product Manager's Handbook

2023-02-28 Computers
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Release : 2023-02-28
Genre : Computers
Kind : eBook
Book Rating : 334/5 ( reviews)

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Book Synopsis The AI Product Manager's Handbook by : Irene Bratsis

Download or read book The AI Product Manager's Handbook written by Irene Bratsis. This book was released on 2023-02-28. Available in PDF, EPUB and Kindle. Book excerpt: Master the skills required to become an AI product manager and drive the successful development and deployment of AI products to deliver value to your organization. Purchase of the print or Kindle book includes a free PDF eBook. Key Features 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 Book DescriptionProduct 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.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 Who this book is 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.

Practical AI for Business Leaders, Product Managers, and Entrepreneurs

2022-03-21 Business & Economics
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Release : 2022-03-21
Genre : Business & Economics
Kind : eBook
Book Rating : 84X/5 ( reviews)

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Book Synopsis Practical AI for Business Leaders, Product Managers, and Entrepreneurs by : Alfred Essa

Download or read book Practical AI for Business Leaders, Product Managers, and Entrepreneurs written by Alfred Essa. This book was released on 2022-03-21. Available in PDF, EPUB and Kindle. Book excerpt: Most economists agree that AI is a general purpose technology (GPT) like the steam engine, electricity, and the computer. AI will drive innovation in all sectors of the economy for the foreseeable future. Practical AI for Business Leaders, Product Managers, and Entrepreneurs is a technical guidebook for the business leader or anyone responsible for leading AI-related initiatives in their organization. The book can also be used as a foundation to explore the ethical implications of AI. Authors Alfred Essa and Shirin Mojarad provide a gentle introduction to foundational topics in AI. Each topic is framed as a triad: concept, theory, and practice. The concept chapters develop the intuition, culminating in a practical case study. The theory chapters reveal the underlying technical machinery. The practice chapters provide code in Python to implement the models discussed in the case study. With this book, readers will learn: The technical foundations of machine learning and deep learning How to apply the core technical concepts to solve business problems The different methods used to evaluate AI models How to understand model development as a tradeoff between accuracy and generalization How to represent the computational aspects of AI using vectors and matrices How to express the models in Python by using machine learning libraries such as scikit-learn, statsmodels, and keras

Data Science on AWS

2021-04-07 Computers
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Release : 2021-04-07
Genre : Computers
Kind : eBook
Book Rating : 340/5 ( reviews)

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Book Synopsis Data Science on AWS by : Chris Fregly

Download or read book Data Science on AWS written by Chris Fregly. This book was released on 2021-04-07. Available in PDF, EPUB and Kindle. Book excerpt: With this practical book, AI and machine learning practitioners will learn how to successfully build and deploy data science projects on Amazon Web Services. The Amazon AI and machine learning stack unifies data science, data engineering, and application development to help level upyour skills. This guide shows you how to build and run pipelines in the cloud, then integrate the results into applications in minutes instead of days. Throughout the book, authors Chris Fregly and Antje Barth demonstrate how to reduce cost and improve performance. Apply the Amazon AI and ML stack to real-world use cases for natural language processing, computer vision, fraud detection, conversational devices, and more Use automated machine learning to implement a specific subset of use cases with SageMaker Autopilot Dive deep into the complete model development lifecycle for a BERT-based NLP use case including data ingestion, analysis, model training, and deployment Tie everything together into a repeatable machine learning operations pipeline Explore real-time ML, anomaly detection, and streaming analytics on data streams with Amazon Kinesis and Managed Streaming for Apache Kafka Learn security best practices for data science projects and workflows including identity and access management, authentication, authorization, and more

AI Product Management

2023-03-08
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Release : 2023-03-08
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Kind : eBook
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Book Synopsis AI Product Management by : Kumar Vishwesh

Download or read book AI Product Management written by Kumar Vishwesh. This book was released on 2023-03-08. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence (AI) is revolutionizing the way we do business, and AI product management is at the forefront of this transformation. In this practical guide, you'll learn the skills and strategies needed to successfully develop, launch, and scale AI products. We'll start by introducing you to the role of an AI product manager and the importance of AI in today's business landscape. From there, you'll learn how to understand the AI ecosystem and identify the right use cases for your AI product. You'll also discover how to build and manage an interdisciplinary team, design and develop an AI product, and launch and market it effectively. Throughout the book, you'll find real-world examples and best practices for growing and scaling your AI product. Whether you're a product manager, engineer, data scientist, or entrepreneur, this book will provide you with the knowledge and tools you need to succeed in the exciting field of AI product management. Note: This is a basic book on the topic intended to give you just a high-level overview. Please don't expect in deep dive into the topics. Making the readers aware of the topics involved in this new field, is the prime purpose.

The Lean Product Playbook

2015-05-21 Business & Economics
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Release : 2015-05-21
Genre : Business & Economics
Kind : eBook
Book Rating : 021/5 ( reviews)

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Book Synopsis The Lean Product Playbook by : Dan Olsen

Download or read book The Lean Product Playbook written by Dan Olsen. This book was released on 2015-05-21. Available in PDF, EPUB and Kindle. Book excerpt: The missing manual on how to apply Lean Startup to build products that customers love The Lean Product Playbook is a practical guide to building products that customers love. Whether you work at a startup or a large, established company, we all know that building great products is hard. Most new products fail. This book helps improve your chances of building successful products through clear, step-by-step guidance and advice. The Lean Startup movement has contributed new and valuable ideas about product development and has generated lots of excitement. However, many companies have yet to successfully adopt Lean thinking. Despite their enthusiasm and familiarity with the high-level concepts, many teams run into challenges trying to adopt Lean because they feel like they lack specific guidance on what exactly they should be doing. If you are interested in Lean Startup principles and want to apply them to develop winning products, this book is for you. This book describes the Lean Product Process: a repeatable, easy-to-follow methodology for iterating your way to product-market fit. It walks you through how to: Determine your target customers Identify underserved customer needs Create a winning product strategy Decide on your Minimum Viable Product (MVP) Design your MVP prototype Test your MVP with customers Iterate rapidly to achieve product-market fit This book was written by entrepreneur and Lean product expert Dan Olsen whose experience spans product management, UX design, coding, analytics, and marketing across a variety of products. As a hands-on consultant, he refined and applied the advice in this book as he helped many companies improve their product process and build great products. His clients include Facebook, Box, Hightail, Epocrates, and Medallia. Entrepreneurs, executives, product managers, designers, developers, marketers, analysts and anyone who is passionate about building great products will find The Lean Product Playbook an indispensable, hands-on resource.

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