Author: Joy Buolamwini
Publisher: Random House
ISBN: 0593241843
Category : Biography & Autobiography
Languages : en
Pages : 337
Book Description
NATIONAL BESTSELLER • “The conscience of the AI revolution” (Fortune) explains how we’ve arrived at an era of AI harms and oppression, and what we can do to avoid its pitfalls. “AI is not coming, it’s here. If we answer the beautiful call inside these pages, we can decide who we are going to be and how we’re going to use technology in service of what it means to be fully human.”—Brené Brown, #1 New York Times bestselling author of Dare to Lead A LOS ANGELES TIMES BEST BOOK OF THE YEAR • Shortlisted for the Inc. Non-Obvious Book Award To most of us, it seems like recent developments in artificial intelligence emerged out of nowhere to pose unprecedented threats to humankind. But to Dr. Joy Buolamwini, who has been at the forefront of AI research, this moment has been a long time in the making. After tinkering with robotics as a high school student in Memphis and then developing mobile apps in Zambia as a Fulbright fellow, Buolamwini followed her lifelong passion for computer science, engineering, and art to MIT in 2015. As a graduate student at the “Future Factory,” she did groundbreaking research that exposed widespread racial and gender bias in AI services from tech giants across the world. Unmasking AI goes beyond the headlines about existential risks produced by Big Tech. It is the remarkable story of how Buolamwini uncovered what she calls “the coded gaze”—the evidence of encoded discrimination and exclusion in tech products—and how she galvanized the movement to prevent AI harms by founding the Algorithmic Justice League. Applying an intersectional lens to both the tech industry and the research sector, she shows how racism, sexism, colorism, and ableism can overlap and render broad swaths of humanity “excoded” and therefore vulnerable in a world rapidly adopting AI tools. Computers, she reminds us, are reflections of both the aspirations and the limitations of the people who create them. Encouraging experts and non-experts alike to join this fight, Buolamwini writes, “The rising frontier for civil rights will require algorithmic justice. AI should be for the people and by the people, not just the privileged few.”
Unmasking AI
Author: Joy Buolamwini
Publisher: Random House
ISBN: 0593241843
Category : Biography & Autobiography
Languages : en
Pages : 337
Book Description
NATIONAL BESTSELLER • “The conscience of the AI revolution” (Fortune) explains how we’ve arrived at an era of AI harms and oppression, and what we can do to avoid its pitfalls. “AI is not coming, it’s here. If we answer the beautiful call inside these pages, we can decide who we are going to be and how we’re going to use technology in service of what it means to be fully human.”—Brené Brown, #1 New York Times bestselling author of Dare to Lead A LOS ANGELES TIMES BEST BOOK OF THE YEAR • Shortlisted for the Inc. Non-Obvious Book Award To most of us, it seems like recent developments in artificial intelligence emerged out of nowhere to pose unprecedented threats to humankind. But to Dr. Joy Buolamwini, who has been at the forefront of AI research, this moment has been a long time in the making. After tinkering with robotics as a high school student in Memphis and then developing mobile apps in Zambia as a Fulbright fellow, Buolamwini followed her lifelong passion for computer science, engineering, and art to MIT in 2015. As a graduate student at the “Future Factory,” she did groundbreaking research that exposed widespread racial and gender bias in AI services from tech giants across the world. Unmasking AI goes beyond the headlines about existential risks produced by Big Tech. It is the remarkable story of how Buolamwini uncovered what she calls “the coded gaze”—the evidence of encoded discrimination and exclusion in tech products—and how she galvanized the movement to prevent AI harms by founding the Algorithmic Justice League. Applying an intersectional lens to both the tech industry and the research sector, she shows how racism, sexism, colorism, and ableism can overlap and render broad swaths of humanity “excoded” and therefore vulnerable in a world rapidly adopting AI tools. Computers, she reminds us, are reflections of both the aspirations and the limitations of the people who create them. Encouraging experts and non-experts alike to join this fight, Buolamwini writes, “The rising frontier for civil rights will require algorithmic justice. AI should be for the people and by the people, not just the privileged few.”
Publisher: Random House
ISBN: 0593241843
Category : Biography & Autobiography
Languages : en
Pages : 337
Book Description
NATIONAL BESTSELLER • “The conscience of the AI revolution” (Fortune) explains how we’ve arrived at an era of AI harms and oppression, and what we can do to avoid its pitfalls. “AI is not coming, it’s here. If we answer the beautiful call inside these pages, we can decide who we are going to be and how we’re going to use technology in service of what it means to be fully human.”—Brené Brown, #1 New York Times bestselling author of Dare to Lead A LOS ANGELES TIMES BEST BOOK OF THE YEAR • Shortlisted for the Inc. Non-Obvious Book Award To most of us, it seems like recent developments in artificial intelligence emerged out of nowhere to pose unprecedented threats to humankind. But to Dr. Joy Buolamwini, who has been at the forefront of AI research, this moment has been a long time in the making. After tinkering with robotics as a high school student in Memphis and then developing mobile apps in Zambia as a Fulbright fellow, Buolamwini followed her lifelong passion for computer science, engineering, and art to MIT in 2015. As a graduate student at the “Future Factory,” she did groundbreaking research that exposed widespread racial and gender bias in AI services from tech giants across the world. Unmasking AI goes beyond the headlines about existential risks produced by Big Tech. It is the remarkable story of how Buolamwini uncovered what she calls “the coded gaze”—the evidence of encoded discrimination and exclusion in tech products—and how she galvanized the movement to prevent AI harms by founding the Algorithmic Justice League. Applying an intersectional lens to both the tech industry and the research sector, she shows how racism, sexism, colorism, and ableism can overlap and render broad swaths of humanity “excoded” and therefore vulnerable in a world rapidly adopting AI tools. Computers, she reminds us, are reflections of both the aspirations and the limitations of the people who create them. Encouraging experts and non-experts alike to join this fight, Buolamwini writes, “The rising frontier for civil rights will require algorithmic justice. AI should be for the people and by the people, not just the privileged few.”
Summary of Joy Buolamwini's Unmasking AI
Author: Milkyway Media
Publisher: Milkyway Media
ISBN:
Category : Business & Economics
Languages : en
Pages : 21
Book Description
Get the Summary of Joy Buolamwini's Unmasking AI in 20 minutes. Please note: This is a summary & not the original book. "Unmasking AI" by Joy Buolamwini is a comprehensive exploration of the biases present in artificial intelligence (AI), particularly facial recognition technology. Buolamwini's journey begins with her personal encounters with AI's failure to recognize her dark-skinned face, leading her to investigate the performance of AI systems from major companies. Her research reveals significant disparities in gender classification, especially for darker-skinned females...
Publisher: Milkyway Media
ISBN:
Category : Business & Economics
Languages : en
Pages : 21
Book Description
Get the Summary of Joy Buolamwini's Unmasking AI in 20 minutes. Please note: This is a summary & not the original book. "Unmasking AI" by Joy Buolamwini is a comprehensive exploration of the biases present in artificial intelligence (AI), particularly facial recognition technology. Buolamwini's journey begins with her personal encounters with AI's failure to recognize her dark-skinned face, leading her to investigate the performance of AI systems from major companies. Her research reveals significant disparities in gender classification, especially for darker-skinned females...
The Atlas of AI
Author: Kate Crawford
Publisher: Yale University Press
ISBN: 0300209576
Category : Computers
Languages : en
Pages : 336
Book Description
The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.
Publisher: Yale University Press
ISBN: 0300209576
Category : Computers
Languages : en
Pages : 336
Book Description
The hidden costs of artificial intelligence, from natural resources and labor to privacy and freedom What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? In this book Kate Crawford reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequality. Drawing on more than a decade of research, award-winning science, and technology, Crawford reveals how AI is a technology of extraction: from the energy and minerals needed to build and sustain its infrastructure, to the exploited workers behind "automated" services, to the data AI collects from us. Rather than taking a narrow focus on code and algorithms, Crawford offers us a political and a material perspective on what it takes to make artificial intelligence and where it goes wrong. While technical systems present a veneer of objectivity, they are always systems of power. This is an urgent account of what is at stake as technology companies use artificial intelligence to reshape the world.
UnMasking Alzheimer's: The Memories Behind the Masks
Author: Cynthia Huling Hummel
Publisher: Lulu.com
ISBN: 1387202189
Category : Art
Languages : en
Pages : 98
Book Description
"UnMasking Alzheimer's: The Memories Behind the Masks" is a collection of photographs of the thirty-six masks created by Alzheimer's advocate and artist, Cynthia Huling Hummel along with her reflections on the challenges and hopes of living well with an AD diagnosis.
Publisher: Lulu.com
ISBN: 1387202189
Category : Art
Languages : en
Pages : 98
Book Description
"UnMasking Alzheimer's: The Memories Behind the Masks" is a collection of photographs of the thirty-six masks created by Alzheimer's advocate and artist, Cynthia Huling Hummel along with her reflections on the challenges and hopes of living well with an AD diagnosis.
Artificial Unintelligence
Author: Meredith Broussard
Publisher: MIT Press
ISBN: 026253701X
Category : Computers
Languages : en
Pages : 247
Book Description
A guide to understanding the inner workings and outer limits of technology and why we should never assume that computers always get it right. In Artificial Unintelligence, Meredith Broussard argues that our collective enthusiasm for applying computer technology to every aspect of life has resulted in a tremendous amount of poorly designed systems. We are so eager to do everything digitally—hiring, driving, paying bills, even choosing romantic partners—that we have stopped demanding that our technology actually work. Broussard, a software developer and journalist, reminds us that there are fundamental limits to what we can (and should) do with technology. With this book, she offers a guide to understanding the inner workings and outer limits of technology—and issues a warning that we should never assume that computers always get things right. Making a case against technochauvinism—the belief that technology is always the solution—Broussard argues that it's just not true that social problems would inevitably retreat before a digitally enabled Utopia. To prove her point, she undertakes a series of adventures in computer programming. She goes for an alarming ride in a driverless car, concluding “the cyborg future is not coming any time soon”; uses artificial intelligence to investigate why students can't pass standardized tests; deploys machine learning to predict which passengers survived the Titanic disaster; and attempts to repair the U.S. campaign finance system by building AI software. If we understand the limits of what we can do with technology, Broussard tells us, we can make better choices about what we should do with it to make the world better for everyone.
Publisher: MIT Press
ISBN: 026253701X
Category : Computers
Languages : en
Pages : 247
Book Description
A guide to understanding the inner workings and outer limits of technology and why we should never assume that computers always get it right. In Artificial Unintelligence, Meredith Broussard argues that our collective enthusiasm for applying computer technology to every aspect of life has resulted in a tremendous amount of poorly designed systems. We are so eager to do everything digitally—hiring, driving, paying bills, even choosing romantic partners—that we have stopped demanding that our technology actually work. Broussard, a software developer and journalist, reminds us that there are fundamental limits to what we can (and should) do with technology. With this book, she offers a guide to understanding the inner workings and outer limits of technology—and issues a warning that we should never assume that computers always get things right. Making a case against technochauvinism—the belief that technology is always the solution—Broussard argues that it's just not true that social problems would inevitably retreat before a digitally enabled Utopia. To prove her point, she undertakes a series of adventures in computer programming. She goes for an alarming ride in a driverless car, concluding “the cyborg future is not coming any time soon”; uses artificial intelligence to investigate why students can't pass standardized tests; deploys machine learning to predict which passengers survived the Titanic disaster; and attempts to repair the U.S. campaign finance system by building AI software. If we understand the limits of what we can do with technology, Broussard tells us, we can make better choices about what we should do with it to make the world better for everyone.
Open AI and Computational Intelligence for Society 5.0
Author: Pandey, Rajiv
Publisher: IGI Global
ISBN:
Category : Computers
Languages : en
Pages : 600
Book Description
As technology rapidly advances, the complexity of societal challenges grows, necessitating intelligent solutions that can adapt and evolve. However, developing such solutions requires a deep understanding of computational intelligence (CI) and its application in addressing real-world problems. Moreover, ethical considerations surrounding AI, such as bias and accountability, are crucial to ensure responsible development and deployment of intelligent systems. Open AI and Computational Intelligence for Society 5.0 offers a comprehensive exploration of CI, providing insights into intelligent systems' theory, design, and application. This book is a practical guide for scientists, engineers, and researchers seeking to develop thoughtful solutions for complex societal issues. Integrating disruptive technologies and frameworks illuminates the path toward creating intelligent machines collaborating with humans to enhance problem-solving and improve quality of life.
Publisher: IGI Global
ISBN:
Category : Computers
Languages : en
Pages : 600
Book Description
As technology rapidly advances, the complexity of societal challenges grows, necessitating intelligent solutions that can adapt and evolve. However, developing such solutions requires a deep understanding of computational intelligence (CI) and its application in addressing real-world problems. Moreover, ethical considerations surrounding AI, such as bias and accountability, are crucial to ensure responsible development and deployment of intelligent systems. Open AI and Computational Intelligence for Society 5.0 offers a comprehensive exploration of CI, providing insights into intelligent systems' theory, design, and application. This book is a practical guide for scientists, engineers, and researchers seeking to develop thoughtful solutions for complex societal issues. Integrating disruptive technologies and frameworks illuminates the path toward creating intelligent machines collaborating with humans to enhance problem-solving and improve quality of life.
Vox ex Machina
Author: Sarah A. Bell
Publisher: MIT Press
ISBN: 0262546353
Category : Technology & Engineering
Languages : en
Pages : 253
Book Description
How today’s digital devices got their voices, and how we learned to listen to them. From early robots to toys like the iconic Speak & Spell to Apple’s Siri, Vox Ex Machina tells the fascinating story of how scientists and engineers developed voices for machines during the twentieth century. Sarah Bell chronicles the development of voice synthesis from buzzy electrical current and circuitry in analog components to the robotic sounds of early digital signal processing to today’s human sounding applications. Along the way, Bell also shows how the public responded to these technologies and asks whether talking machines are even good for us. Using a wide range of intriguing examples, Vox Ex Machina is embedded in a wider story about people—describing responses to voice synthesis technologies that often challenged prevailing ideas about computation and automation promoted by boosters of the Information Age. Bell helps explain why voice technologies came to sound and to operate in the way they do—influenced as they were by a combination of technical assumptions and limitations, the choices of the corporations that deploy them, and the habits that consumers developed over time. A beautifully written book that will appeal to anyone with a healthy skepticism toward Silicon Valley, Vox Ex Machina is an important and timely contribution to our cultural histories of information, computing, and media.
Publisher: MIT Press
ISBN: 0262546353
Category : Technology & Engineering
Languages : en
Pages : 253
Book Description
How today’s digital devices got their voices, and how we learned to listen to them. From early robots to toys like the iconic Speak & Spell to Apple’s Siri, Vox Ex Machina tells the fascinating story of how scientists and engineers developed voices for machines during the twentieth century. Sarah Bell chronicles the development of voice synthesis from buzzy electrical current and circuitry in analog components to the robotic sounds of early digital signal processing to today’s human sounding applications. Along the way, Bell also shows how the public responded to these technologies and asks whether talking machines are even good for us. Using a wide range of intriguing examples, Vox Ex Machina is embedded in a wider story about people—describing responses to voice synthesis technologies that often challenged prevailing ideas about computation and automation promoted by boosters of the Information Age. Bell helps explain why voice technologies came to sound and to operate in the way they do—influenced as they were by a combination of technical assumptions and limitations, the choices of the corporations that deploy them, and the habits that consumers developed over time. A beautifully written book that will appeal to anyone with a healthy skepticism toward Silicon Valley, Vox Ex Machina is an important and timely contribution to our cultural histories of information, computing, and media.
Awkward Intelligence
Author: Katharina A. Zweig
Publisher: MIT Press
ISBN: 0262047462
Category : Computers
Languages : en
Pages : 283
Book Description
An expert offers a guide to where we should use artificial intelligence—and where we should not. Before we know it, artificial intelligence (AI) will work its way into every corner of our lives, making decisions about, with, and for us. Is this a good thing? There’s a tendency to think that machines can be more “objective” than humans—can make better decisions about job applicants, for example, or risk assessments. In Awkward Intelligence, AI expert Katharina Zweig offers readers the inside story, explaining how many levers computer and data scientists must pull for AI’s supposedly objective decision making. She presents the good and the bad: AI is good at processing vast quantities of data that humans cannot—but it’s bad at making judgments about people. AI is accurate at sifting through billions of websites to offer up the best results for our search queries and it has beaten reigning champions in games of chess and Go. But, drawing on her own research, Zweig shows how inaccurate AI is, for example, at predicting whether someone with a previous conviction will become a repeat offender. It’s no better than simple guesswork, and yet it’s used to determine people’s futures. Zweig introduces readers to the basics of AI and presents a toolkit for designing AI systems. She explains algorithms, big data, and computer intelligence, and how they relate to one another. Finally, she explores the ethics of AI and how we can shape the process. With Awkward Intelligence. Zweig equips us to confront the biggest question concerning AI: where we should use it—and where we should not.
Publisher: MIT Press
ISBN: 0262047462
Category : Computers
Languages : en
Pages : 283
Book Description
An expert offers a guide to where we should use artificial intelligence—and where we should not. Before we know it, artificial intelligence (AI) will work its way into every corner of our lives, making decisions about, with, and for us. Is this a good thing? There’s a tendency to think that machines can be more “objective” than humans—can make better decisions about job applicants, for example, or risk assessments. In Awkward Intelligence, AI expert Katharina Zweig offers readers the inside story, explaining how many levers computer and data scientists must pull for AI’s supposedly objective decision making. She presents the good and the bad: AI is good at processing vast quantities of data that humans cannot—but it’s bad at making judgments about people. AI is accurate at sifting through billions of websites to offer up the best results for our search queries and it has beaten reigning champions in games of chess and Go. But, drawing on her own research, Zweig shows how inaccurate AI is, for example, at predicting whether someone with a previous conviction will become a repeat offender. It’s no better than simple guesswork, and yet it’s used to determine people’s futures. Zweig introduces readers to the basics of AI and presents a toolkit for designing AI systems. She explains algorithms, big data, and computer intelligence, and how they relate to one another. Finally, she explores the ethics of AI and how we can shape the process. With Awkward Intelligence. Zweig equips us to confront the biggest question concerning AI: where we should use it—and where we should not.
Exemplars of Assessment in Higher Education
Author: Jane Marie Souza
Publisher: Taylor & Francis
ISBN: 1000978834
Category : Education
Languages : en
Pages : 275
Book Description
Co-published with “While assessment may feel to constituents like an activity of accountability simply for accreditors, it is most appropriate to approach assessment as an activity of accountability for students. Assessment results that improve institutional effectiveness, heighten student learning, and better align resources serve to make institutions stronger for the benefit of their students, and those results also serve the institution or program well during the holistic evaluation required through accreditation.” – from the foreword by Heather Perfetti, President of the Middle States Commission on Higher EducationColleges and universities struggle to understand precisely what is being asked for by accreditors, and this book answers that question by sharing examples of success reported by schools specifically recommended by accreditors. This compendium gathers examples of assessment practice in twenty-four higher education institutions: twenty-three in the U.S. and one in Australia. All institutions represented in this book were suggested by their accreditor as having an effective assessment approach in one or more of the following assessment focused areas: assessment in the disciplines, co-curricular, course/program/institutional assessment, equity and inclusion, general education, online learning, program review, scholarship of teaching and learning, student learning, or technology. These examples recommended by accrediting agencies makes this a unique contribution to the assessment literature.The book is organized in four parts. Part One is focused on student learning and assessment and includes ten chapters. The primary focus for Part Two is student learning assessment from a disciplinary perspective and includes four chapters. Part Three has a faculty engagement and assessment focus, and Part Four includes four chapters on institutional effectiveness and assessment, with a focus on strategic planning.This book is a publication of the Association for the Assessment of Learning in Higher Education (AALHE), an organization of practitioners interested in using effective assessment practice to document and improve student learning.
Publisher: Taylor & Francis
ISBN: 1000978834
Category : Education
Languages : en
Pages : 275
Book Description
Co-published with “While assessment may feel to constituents like an activity of accountability simply for accreditors, it is most appropriate to approach assessment as an activity of accountability for students. Assessment results that improve institutional effectiveness, heighten student learning, and better align resources serve to make institutions stronger for the benefit of their students, and those results also serve the institution or program well during the holistic evaluation required through accreditation.” – from the foreword by Heather Perfetti, President of the Middle States Commission on Higher EducationColleges and universities struggle to understand precisely what is being asked for by accreditors, and this book answers that question by sharing examples of success reported by schools specifically recommended by accreditors. This compendium gathers examples of assessment practice in twenty-four higher education institutions: twenty-three in the U.S. and one in Australia. All institutions represented in this book were suggested by their accreditor as having an effective assessment approach in one or more of the following assessment focused areas: assessment in the disciplines, co-curricular, course/program/institutional assessment, equity and inclusion, general education, online learning, program review, scholarship of teaching and learning, student learning, or technology. These examples recommended by accrediting agencies makes this a unique contribution to the assessment literature.The book is organized in four parts. Part One is focused on student learning and assessment and includes ten chapters. The primary focus for Part Two is student learning assessment from a disciplinary perspective and includes four chapters. Part Three has a faculty engagement and assessment focus, and Part Four includes four chapters on institutional effectiveness and assessment, with a focus on strategic planning.This book is a publication of the Association for the Assessment of Learning in Higher Education (AALHE), an organization of practitioners interested in using effective assessment practice to document and improve student learning.
Converging Minds
Author: Aleksandra Przegalinska
Publisher: CRC Press
ISBN: 1040031080
Category : Technology & Engineering
Languages : en
Pages : 169
Book Description
This groundbreaking book explores the power of collaborative AI in amplifying human creativity and expertise. Written by two seasoned experts in data analytics, AI, and machine learning, the book offers a comprehensive overview of the creative process behind AI-powered content generation. It takes the reader through a unique collaborative process between human authors and various AI-based topic experts, created, prompted, and fine-tuned by the authors. This book features a comprehensive list of prompts that readers can use to create their own ChatGPT-powered topic experts. By following these expertly crafted prompts, individuals and businesses alike can harness the power of AI, tailoring it to their specific needs and fostering a fruitful collaboration between humans and machines. With real-world use cases and deep insights into the foundations of generative AI, the book showcases how humans and machines can work together to achieve better business outcomes and tackle complex challenges. Social and ethical implications of collaborative AI are covered and how it may impact the future of work and employment. Through reading the book, readers will gain a deep understanding of the latest advancements in AI and how they can shape our world. Converging Minds: The Creative Potential of Collaborative AI is essential reading for anyone interested in the transformative potential of AI-powered content generation and human-AI collaboration. It will appeal to data scientists, machine learning architects, prompt engineers, general computer scientists, and engineers in the fields of generative AI and deep learning. Chapter 1 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons [Attribution- No Derivatives (CC-BY -ND)] 4.0 license.
Publisher: CRC Press
ISBN: 1040031080
Category : Technology & Engineering
Languages : en
Pages : 169
Book Description
This groundbreaking book explores the power of collaborative AI in amplifying human creativity and expertise. Written by two seasoned experts in data analytics, AI, and machine learning, the book offers a comprehensive overview of the creative process behind AI-powered content generation. It takes the reader through a unique collaborative process between human authors and various AI-based topic experts, created, prompted, and fine-tuned by the authors. This book features a comprehensive list of prompts that readers can use to create their own ChatGPT-powered topic experts. By following these expertly crafted prompts, individuals and businesses alike can harness the power of AI, tailoring it to their specific needs and fostering a fruitful collaboration between humans and machines. With real-world use cases and deep insights into the foundations of generative AI, the book showcases how humans and machines can work together to achieve better business outcomes and tackle complex challenges. Social and ethical implications of collaborative AI are covered and how it may impact the future of work and employment. Through reading the book, readers will gain a deep understanding of the latest advancements in AI and how they can shape our world. Converging Minds: The Creative Potential of Collaborative AI is essential reading for anyone interested in the transformative potential of AI-powered content generation and human-AI collaboration. It will appeal to data scientists, machine learning architects, prompt engineers, general computer scientists, and engineers in the fields of generative AI and deep learning. Chapter 1 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons [Attribution- No Derivatives (CC-BY -ND)] 4.0 license.