Summary of Joy Buolamwini's Unmasking AI PDF Download

Author: Milkyway Media
Publisher: Milkyway Media
ISBN:
Category : Business & Economics
Languages : en
Pages : 21

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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...

Author: Joy Buolamwini
Publisher: Random House
ISBN: 0593241843
Category : Biography & Autobiography
Languages : en
Pages : 337

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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.”

Author: Meredith Broussard
Publisher: MIT Press
ISBN: 026253701X
Category : Computers
Languages : en
Pages : 247

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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.

Author: Cathy O'Neil
Publisher: Crown Publishing Group (NY)
ISBN: 0553418815
Category : Business & Economics
Languages : en
Pages : 274

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"A former Wall Street quantitative analyst sounds an alarm on mathematical modeling, a pervasive new force in society that threatens to undermine democracy and widen inequality,"--NoveList.

Author: Brené Brown
Publisher: Random House
ISBN: 0399592520
Category : Business & Economics
Languages : en
Pages : 321

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#1 NEW YORK TIMES BESTSELLER • Brené Brown has taught us what it means to dare greatly, rise strong, and brave the wilderness. Now, based on new research conducted with leaders, change makers, and culture shifters, she’s showing us how to put those ideas into practice so we can step up and lead. Don’t miss the five-part HBO Max docuseries Brené Brown: Atlas of the Heart! NAMED ONE OF THE BEST BOOKS OF THE YEAR BY BLOOMBERG Leadership is not about titles, status, and wielding power. A leader is anyone who takes responsibility for recognizing the potential in people and ideas, and has the courage to develop that potential. When we dare to lead, we don’t pretend to have the right answers; we stay curious and ask the right questions. We don’t see power as finite and hoard it; we know that power becomes infinite when we share it with others. We don’t avoid difficult conversations and situations; we lean into vulnerability when it’s necessary to do good work. But daring leadership in a culture defined by scarcity, fear, and uncertainty requires skill-building around traits that are deeply and uniquely human. The irony is that we’re choosing not to invest in developing the hearts and minds of leaders at the exact same time as we’re scrambling to figure out what we have to offer that machines and AI can’t do better and faster. What can we do better? Empathy, connection, and courage, to start. Four-time #1 New York Times bestselling author Brené Brown has spent the past two decades studying the emotions and experiences that give meaning to our lives, and the past seven years working with transformative leaders and teams spanning the globe. She found that leaders in organizations ranging from small entrepreneurial startups and family-owned businesses to nonprofits, civic organizations, and Fortune 50 companies all ask the same question: How do you cultivate braver, more daring leaders, and how do you embed the value of courage in your culture? In this new book, Brown uses research, stories, and examples to answer these questions in the no-BS style that millions of readers have come to expect and love. Brown writes, “One of the most important findings of my career is that daring leadership is a collection of four skill sets that are 100 percent teachable, observable, and measurable. It’s learning and unlearning that requires brave work, tough conversations, and showing up with your whole heart. Easy? No. Because choosing courage over comfort is not always our default. Worth it? Always. We want to be brave with our lives and our work. It’s why we’re here.” Whether you’ve read Daring Greatly and Rising Strong or you’re new to Brené Brown’s work, this book is for anyone who wants to step up and into brave leadership.

Author: Kate Crawford
Publisher: Yale University Press
ISBN: 0300209576
Category : Computers
Languages : en
Pages : 336

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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.

Author: Jane Marie Souza
Publisher: Taylor & Francis
ISBN: 1000978834
Category : Education
Languages : en
Pages : 275

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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.

Author: Judea Pearl
Publisher: Basic Books
ISBN: 0465097618
Category : Computers
Languages : en
Pages : 432

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A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence "Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.

Author: Janelle Shane
Publisher: Voracious
ISBN: 0316525235
Category : Computers
Languages : en
Pages : 272

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Book Description
As heard on NPR's "Science Friday," discover the book recommended by Malcolm Gladwell, Susan Cain, Daniel Pink, and Adam Grant: an "accessible, informative, and hilarious" introduction to the weird and wonderful world of artificial intelligence (Ryan North). "You look like a thing and I love you" is one of the best pickup lines ever . . . according to an artificial intelligence trained by scientist Janelle Shane, creator of the popular blog AI Weirdness. She creates silly AIs that learn how to name paint colors, create the best recipes, and even flirt (badly) with humans—all to understand the technology that governs so much of our daily lives. We rely on AI every day for recommendations, for translations, and to put cat ears on our selfie videos. We also trust AI with matters of life and death, on the road and in our hospitals. But how smart is AI really... and how does it solve problems, understand humans, and even drive self-driving cars? Shane delivers the answers to every AI question you've ever asked, and some you definitely haven't. Like, how can a computer design the perfect sandwich? What does robot-generated Harry Potter fan-fiction look like? And is the world's best Halloween costume really "Vampire Hog Bride"? In this smart, often hilarious introduction to the most interesting science of our time, Shane shows how these programs learn, fail, and adapt—and how they reflect the best and worst of humanity. You Look Like a Thing and I Love You is the perfect book for anyone curious about what the robots in our lives are thinking. "I can't think of a better way to learn about artificial intelligence, and I've never had so much fun along the way." —Adam Grant, New York Times bestselling author of Originals

Author: Hatim A. Rahman
Publisher: Univ of California Press
ISBN: 0520395530
Category : Computer algorithms
Languages : en
Pages : 288

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Book Description
"This book examines how organizations' use of algorithms is reconfiguring our understanding of control for millions of high-skilled workers who use online labor market platforms (e.g., Upwork, TopCoder, Gigster) to find their work. The book investigates how algorithms enable platforms to control workers within an environment in which organizations embed the rules and guidelines for how workers should behave in opaque algorithms that shift without providing notice, explanation, or recourse for workers"--