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Rob Thomas - The AI Ladder: Accelerate your journey to AI

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Rob Thomas The AI Ladder: Accelerate your journey to AI
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AI may be the greatest opportunity of our time, with the potential to add nearly $16 trillion to the global economy over the next decade. But so far, adoption has been much slower than anticipated, or so headlines may lead you to believe. With this practical guide, business leaders will discover where they are in their AI journey and learn the steps necessary to successfully scale AI throughout their organization.

Authors Rob Thomas and Paul Zikopoulos from IBM introduce C-suite executives and business professionals to the AI Laddera unified, prescriptive approach to help them understand and accelerate the AI journey. Complete with real-world examples and real-life experiences, this book explores AI drivers, value, and opportunity, as well as the adoption challenges organizations face.

  • Understand why you cant have AI without an information architecture (IA)
  • Appreciate how AI is as much a cultural change as it is a technological one
  • Collect data and make it simple and accessible, regardless of where it lives
  • Organize data to create a business-ready analytics foundation
  • Analyze data, and build and scale AI with trust and transparency
  • Infuse AI throughout your entire business and create intelligent workflows

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The AI Ladder

by Rob Thomas and Paul Zikopoulos

Copyright 2020 OReilly Media. All rights reserved.

Printed in the United States of America.

Published by OReilly Media, Inc. , 1005 Gravenstein Highway North, Sebastopol, CA 95472.

OReilly books may be purchased for educational, business, or sales promotional use. Online editions are also available for most titles (http://oreilly.com). For more information, contact our corporate/institutional sales department: 800-998-9938 or corporate@oreilly.com .

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  • May 2020: First Edition
Revision History for the First Edition
  • 2020-04-29: First Release
  • 2020-05-29: Second Release

See http://oreilly.com/catalog/errata.csp?isbn=9781492073437 for release details.

The OReilly logo is a registered trademark of OReilly Media, Inc. The AI Ladder, the cover image, and related trade dress are trademarks of OReilly Media, Inc.

The views expressed in this work are those of the authors, and do not represent the publishers views. While the publisher and the authors have used good faith efforts to ensure that the information and instructions contained in this work are accurate, the publisher and the authors disclaim all responsibility for errors or omissions, including without limitation responsibility for damages resulting from the use of or reliance on this work. Use of the information and instructions contained in this work is at your own risk. If any code samples or other technology this work contains or describes is subject to open source licenses or the intellectual property rights of others, it is your responsibility to ensure that your use thereof complies with such licenses and/or rights.

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978-1-492-07343-7

[LSI]

Preface

Everybodys talking about AI. Why? Well, we believe AI presents a tremendous opportunity for businesses of every size, across any industry. We believe AI is shaping (or will shape) future outcomes, automating decisions, processes, and workflows, enabling people to do higher value work, and reimagining new business models. We believe AI is a powerful tool for rethinking and reinventing businesses, not just squeezing a few extra percent out of tired processes. In fact, we dont believe well be calling it AI in the future in the same way that we dont cite using a simple messaging service (SMS) to quickly communicate with someone anymore (we just say we texted them). Quite simply, artificial intelligence will become ambient intelligencebecause AI will be doing its thing, in the background, unobtrusively, everywhere. AI will lift and shift some companies into heights never imagined and will serve as a rift or cliff for others. AI will be the lifeblood of a company, helping it reimagine tired business processes, create new models, and super-charge reinvention; and in the uncertainty of these modern times, what business doesnt need reinvention?

The reality is, AI isnt magic. Its hard work. It requires the right tools, methodologies, and mindset to overcome the challenges companies face such as data complexity, talent scarcity, and a lack of trust in AI systems. So, as critical as AI is to any organizations long-term success, its also likely youll run into some of these challenges and fail. Weve seen plenty of failures; perhaps you have, too. And thats a good thing, because with AI we believe you should embrace fast but safe failure. AI is about a different culture. Its about a culture of iteration and experimentation, with small agile groups working for three to five weeks at a time. Your goal should be to do a hundred AI projects a year. If you do that, half of them are probably going to fail. And thats okay. Because while half of your AI projects might fail, the half that succeed are going to drive huge outcomes for your organization.

Weve had privileged access to observe and analyze a corpus of over 30,000 IBM AI engagements around the world, and what weve concluded (via personal experiences or research around them) from those engagements is that organizations need a thoughtful and well-architected approach to AI, particularly in todays hybrid multicloud world.

Thats why we developed the AI Ladder. Its our proven methodology to help businesses succeed with AInot just by updating a few old processes, but by re-creating themselves and doing business in a new way. Its proven; its solid; its effective; and make no mistake about itit works.

We wrote most of this book before COVID-19 originated. As we finished, it was looming, and now that were done, its here in full force. Businesses are being forced to reinvent themselves, whether they like it or not. In todays current environment, reinventing your business with AI is no longer an option. Its a requirement.

You want to succeed. We want you to succeed. And thats why we wrote this book.

Who This Book Is For

As we mentioned, everyone is talking about AI, so we wrote this book for business leaders who are (or are hearing others) talking about AI. You might be pretty informed on all aspects of AI or you might just be getting started and have little understanding of how it works, why it works, or how to implement and scale it successfully. We wrote it for all business leaders. Naturally itll really help those leaders who are not sure where to start, but we think our personal experiences will greatly benefit those who have started and are unsure where to go next or are not making the progress theyd hoped for. After all, why not learn from the mistakes weve seen and the mistakes we made so you dont make the same ones?

This book requires no previous knowledge of AI. The topics we introduce will be helpful for a vast audience, ranging from business leaders, lines of business, as well as data scientists.

Weve included success stories, but we also outline failures and challenges, and provide solutions to avoid or overcome them. The concepts you need to know to successfully scale AI across your business can be found in the following pages.

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