Author: Brandeis Hill Marshall
Publisher: John Wiley & Sons
ISBN: 1119821207
Category : Computers
Languages : en
Pages : 305
Book Description
DATA CONSCIENCE ALGORITHMIC S1EGE ON OUR HUM4N1TY EXPLORE HOW D4TA STRUCTURES C4N HELP OR H1NDER SOC1AL EQU1TY Data has enjoyed ‘bystander’ status as we’ve attempted to digitize responsibility and morality in tech. In fact, data’s importance should earn it a spot at the center of our thinking and strategy around building a better, more ethical world. It’s use—and misuse—lies at the heart of many of the racist, gendered, classist, and otherwise oppressive practices of modern tech. In Data Conscience: Algorithmic Siege on our Humanity, computer science and data inclusivity thought leader Dr. Brandeis Hill Marshall delivers a call to action for rebel tech leaders, who acknowledge and are prepared to address the current limitations of software development. In the book, Dr. Brandeis Hill Marshall discusses how the philosophy of “move fast and break things” is, itself, broken, and requires change. You’ll learn about the ways that discrimination rears its ugly head in the digital data space and how to address them with several known algorithms, including social network analysis, and linear regression A can’t-miss resource for junior-level to senior-level software developers who have gotten their hands dirty with at least a handful of significant software development projects, Data Conscience also provides readers with: Discussions of the importance of transparency Explorations of computational thinking in practice Strategies for encouraging accountability in tech Ways to avoid double-edged data visualization Schemes for governing data structures with law and algorithms
Mitigating Bias in Machine Learning
Author: Carlotta A. Berry
Publisher: McGraw Hill Professional
ISBN: 126492271X
Category : Technology & Engineering
Languages : en
Pages : 249
Book Description
This practical guide shows, step by step, how to use machine learning to carry out actionable decisions that do not discriminate based on numerous human factors, including ethnicity and gender. The authors examine the many kinds of bias that occur in the field today and provide mitigation strategies that are ready to deploy across a wide range of technologies, applications, and industries. Edited by engineering and computing experts, Mitigating Bias in Machine Learning includes contributions from recognized scholars and professionals working across different artificial intelligence sectors. Each chapter addresses a different topic and real-world case studies are featured throughout that highlight discriminatory machine learning practices and clearly show how they were reduced. Mitigating Bias in Machine Learning addresses: Ethical and Societal Implications of Machine Learning Social Media and Health Information Dissemination Comparative Case Study of Fairness Toolkits Bias Mitigation in Hate Speech Detection Unintended Systematic Biases in Natural Language Processing Combating Bias in Large Language Models Recognizing Bias in Medical Machine Learning and AI Models Machine Learning Bias in Healthcare Achieving Systemic Equity in Socioecological Systems Community Engagement for Machine Learning
Publisher: McGraw Hill Professional
ISBN: 126492271X
Category : Technology & Engineering
Languages : en
Pages : 249
Book Description
This practical guide shows, step by step, how to use machine learning to carry out actionable decisions that do not discriminate based on numerous human factors, including ethnicity and gender. The authors examine the many kinds of bias that occur in the field today and provide mitigation strategies that are ready to deploy across a wide range of technologies, applications, and industries. Edited by engineering and computing experts, Mitigating Bias in Machine Learning includes contributions from recognized scholars and professionals working across different artificial intelligence sectors. Each chapter addresses a different topic and real-world case studies are featured throughout that highlight discriminatory machine learning practices and clearly show how they were reduced. Mitigating Bias in Machine Learning addresses: Ethical and Societal Implications of Machine Learning Social Media and Health Information Dissemination Comparative Case Study of Fairness Toolkits Bias Mitigation in Hate Speech Detection Unintended Systematic Biases in Natural Language Processing Combating Bias in Large Language Models Recognizing Bias in Medical Machine Learning and AI Models Machine Learning Bias in Healthcare Achieving Systemic Equity in Socioecological Systems Community Engagement for Machine Learning
Artificial Intelligence
Author: Melanie Mitchell
Publisher: Farrar, Straus and Giroux
ISBN: 0374715238
Category : Computers
Languages : en
Pages : 336
Book Description
Melanie Mitchell separates science fact from science fiction in this sweeping examination of the current state of AI and how it is remaking our world No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go. Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.
Publisher: Farrar, Straus and Giroux
ISBN: 0374715238
Category : Computers
Languages : en
Pages : 336
Book Description
Melanie Mitchell separates science fact from science fiction in this sweeping examination of the current state of AI and how it is remaking our world No recent scientific enterprise has proved as alluring, terrifying, and filled with extravagant promise and frustrating setbacks as artificial intelligence. The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it. In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent—really—are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go. Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.
The Far Right Today
Author: Cas Mudde
Publisher: John Wiley & Sons
ISBN: 150953685X
Category : Philosophy
Languages : en
Pages : 132
Book Description
The far right is back with a vengeance. After several decades at the political margins, far-right politics has again taken center stage. Three of the world’s largest democracies – Brazil, India, and the United States – now have a radical right leader, while far-right parties continue to increase their profile and support within Europe. In this timely book, leading global expert on political extremism Cas Mudde provides a concise overview of the fourth wave of postwar far-right politics, exploring its history, ideology, organization, causes, and consequences, as well as the responses available to civil society, party, and state actors to challenge its ideas and influence. What defines this current far-right renaissance, Mudde argues, is its mainstreaming and normalization within the contemporary political landscape. Challenging orthodox thinking on the relationship between conventional and far-right politics, Mudde offers a complex and insightful picture of one of the key political challenges of our time.
Publisher: John Wiley & Sons
ISBN: 150953685X
Category : Philosophy
Languages : en
Pages : 132
Book Description
The far right is back with a vengeance. After several decades at the political margins, far-right politics has again taken center stage. Three of the world’s largest democracies – Brazil, India, and the United States – now have a radical right leader, while far-right parties continue to increase their profile and support within Europe. In this timely book, leading global expert on political extremism Cas Mudde provides a concise overview of the fourth wave of postwar far-right politics, exploring its history, ideology, organization, causes, and consequences, as well as the responses available to civil society, party, and state actors to challenge its ideas and influence. What defines this current far-right renaissance, Mudde argues, is its mainstreaming and normalization within the contemporary political landscape. Challenging orthodox thinking on the relationship between conventional and far-right politics, Mudde offers a complex and insightful picture of one of the key political challenges of our time.
Decolonizing Sociology
Author: Ali Meghji
Publisher: John Wiley & Sons
ISBN: 1509541969
Category : Social Science
Languages : en
Pages : 130
Book Description
Sociology, as a discipline, was born at the height of global colonialism and imperialism. Over a century later, it is yet to shake off its commitment to colonial ways of thinking. This book explores why, and how, sociology needs to be decolonized. It analyses how sociology was integral in reproducing the colonial order, as dominant sociologists constructed theories either assuming or proving the supposed barbarity and backwardness of colonized people. Ali Meghji reveals how colonialism continues to shape the discipline today, dominating both social theory and the practice of sociology, how exporting the Eurocentric sociological canon erased social theories from the Global South, and how sociologists continue to ignore the relevance of coloniality in their work. This guide will be necessary reading for any student or proponent of sociology. In opening up the work of other decolonial advocates and under-represented thinkers to readers, Meghji offers key suggestions for what teachers and students can do to decolonize sociology. With curriculum reform, innovative teaching and a critical awareness of these issues, it is possible to make sociology more equitable on a global scale.
Publisher: John Wiley & Sons
ISBN: 1509541969
Category : Social Science
Languages : en
Pages : 130
Book Description
Sociology, as a discipline, was born at the height of global colonialism and imperialism. Over a century later, it is yet to shake off its commitment to colonial ways of thinking. This book explores why, and how, sociology needs to be decolonized. It analyses how sociology was integral in reproducing the colonial order, as dominant sociologists constructed theories either assuming or proving the supposed barbarity and backwardness of colonized people. Ali Meghji reveals how colonialism continues to shape the discipline today, dominating both social theory and the practice of sociology, how exporting the Eurocentric sociological canon erased social theories from the Global South, and how sociologists continue to ignore the relevance of coloniality in their work. This guide will be necessary reading for any student or proponent of sociology. In opening up the work of other decolonial advocates and under-represented thinkers to readers, Meghji offers key suggestions for what teachers and students can do to decolonize sociology. With curriculum reform, innovative teaching and a critical awareness of these issues, it is possible to make sociology more equitable on a global scale.
The Scent of Time
Author: Byung-Chul Han
Publisher: John Wiley & Sons
ISBN: 1509516085
Category : Philosophy
Languages : en
Pages : 120
Book Description
In his philosophical reflections on the art of lingering, acclaimed cultural theorist Byung-Chul Han argues that the value we attach today to the vita activa is producing a crisis in our sense of time. Our attachment to the vita activa creates an imperative to work which degrades the human being into a labouring animal, an animal laborans. At the same time, the hyperactivity which characterizes our daily routines robs human beings of the capacity to linger and the faculty of contemplation. It therefore becomes impossible to experience time as fulfilling. Drawing on a range of thinkers including Heidegger, Nietzsche and Arendt, Han argues that we can overcome this temporal crisis only by revitalizing the vita contemplativa and relearning the art of lingering. For what distinguishes humans from other animals is the capacity for reflection and contemplation, and when life regains this capacity, this art of lingering, it gains in time and space, in duration and vastness.
Publisher: John Wiley & Sons
ISBN: 1509516085
Category : Philosophy
Languages : en
Pages : 120
Book Description
In his philosophical reflections on the art of lingering, acclaimed cultural theorist Byung-Chul Han argues that the value we attach today to the vita activa is producing a crisis in our sense of time. Our attachment to the vita activa creates an imperative to work which degrades the human being into a labouring animal, an animal laborans. At the same time, the hyperactivity which characterizes our daily routines robs human beings of the capacity to linger and the faculty of contemplation. It therefore becomes impossible to experience time as fulfilling. Drawing on a range of thinkers including Heidegger, Nietzsche and Arendt, Han argues that we can overcome this temporal crisis only by revitalizing the vita contemplativa and relearning the art of lingering. For what distinguishes humans from other animals is the capacity for reflection and contemplation, and when life regains this capacity, this art of lingering, it gains in time and space, in duration and vastness.
Abortion Politics
Author: Ziad Munson
Publisher: John Wiley & Sons
ISBN: 0745688829
Category : Social Science
Languages : en
Pages : 200
Book Description
Abortion has remained one of the most volatile and polarizing issues in the United States for over four decades. Americans are more divided today than ever over abortion, and this debate colors the political, economic, and social dynamics of the country. This book provides a balanced, clear-eyed overview of the abortion debate, including the perspectives of both the pro-life and pro-choice movements. It covers the history of the debate from colonial times to the present, the mobilization of mass movements around the issue, the ways it is understood by ordinary Americans, the impact it has had on US political development, and the differences between the abortion conflict in the US and the rest of the world. Throughout these discussions, Ziad Munson demonstrates how the meaning of abortion has shifted to reflect the changing anxieties and cultural divides which it has come to represent. Abortion Politics is an invaluable companion for exploring the abortion issue and what it has to say about American society, as well as the dramatic changes in public understanding of women’s rights, medicine, religion, and partisanship.
Publisher: John Wiley & Sons
ISBN: 0745688829
Category : Social Science
Languages : en
Pages : 200
Book Description
Abortion has remained one of the most volatile and polarizing issues in the United States for over four decades. Americans are more divided today than ever over abortion, and this debate colors the political, economic, and social dynamics of the country. This book provides a balanced, clear-eyed overview of the abortion debate, including the perspectives of both the pro-life and pro-choice movements. It covers the history of the debate from colonial times to the present, the mobilization of mass movements around the issue, the ways it is understood by ordinary Americans, the impact it has had on US political development, and the differences between the abortion conflict in the US and the rest of the world. Throughout these discussions, Ziad Munson demonstrates how the meaning of abortion has shifted to reflect the changing anxieties and cultural divides which it has come to represent. Abortion Politics is an invaluable companion for exploring the abortion issue and what it has to say about American society, as well as the dramatic changes in public understanding of women’s rights, medicine, religion, and partisanship.
The Uninhabitable Earth
Author: David Wallace-Wells
Publisher: Crown
ISBN: 052557672X
Category : Science
Languages : en
Pages : 386
Book Description
#1 NEW YORK TIMES BESTSELLER • “The Uninhabitable Earth hits you like a comet, with an overflow of insanely lyrical prose about our pending Armageddon.”—Andrew Solomon, author of The Noonday Demon NAMED ONE OF THE BEST BOOKS OF THE YEAR BY The New Yorker • The New York Times Book Review • Time • NPR • The Economist • The Paris Review • Toronto Star • GQ • The Times Literary Supplement • The New York Public Library • Kirkus Reviews It is worse, much worse, than you think. If your anxiety about global warming is dominated by fears of sea-level rise, you are barely scratching the surface of what terrors are possible—food shortages, refugee emergencies, climate wars and economic devastation. An “epoch-defining book” (The Guardian) and “this generation’s Silent Spring” (The Washington Post), The Uninhabitable Earth is both a travelogue of the near future and a meditation on how that future will look to those living through it—the ways that warming promises to transform global politics, the meaning of technology and nature in the modern world, the sustainability of capitalism and the trajectory of human progress. The Uninhabitable Earth is also an impassioned call to action. For just as the world was brought to the brink of catastrophe within the span of a lifetime, the responsibility to avoid it now belongs to a single generation—today’s. LONGLISTED FOR THE PEN/E.O. WILSON LITERARY SCIENCE WRITING AWARD “The Uninhabitable Earth is the most terrifying book I have ever read. Its subject is climate change, and its method is scientific, but its mode is Old Testament. The book is a meticulously documented, white-knuckled tour through the cascading catastrophes that will soon engulf our warming planet.”—Farhad Manjoo, The New York Times “Riveting. . . . Some readers will find Mr. Wallace-Wells’s outline of possible futures alarmist. He is indeed alarmed. You should be, too.”—The Economist “Potent and evocative. . . . Wallace-Wells has resolved to offer something other than the standard narrative of climate change. . . . He avoids the ‘eerily banal language of climatology’ in favor of lush, rolling prose.”—Jennifer Szalai, The New York Times “The book has potential to be this generation’s Silent Spring.”—The Washington Post “The Uninhabitable Earth, which has become a best seller, taps into the underlying emotion of the day: fear. . . . I encourage people to read this book.”—Alan Weisman, The New York Review of Books
Publisher: Crown
ISBN: 052557672X
Category : Science
Languages : en
Pages : 386
Book Description
#1 NEW YORK TIMES BESTSELLER • “The Uninhabitable Earth hits you like a comet, with an overflow of insanely lyrical prose about our pending Armageddon.”—Andrew Solomon, author of The Noonday Demon NAMED ONE OF THE BEST BOOKS OF THE YEAR BY The New Yorker • The New York Times Book Review • Time • NPR • The Economist • The Paris Review • Toronto Star • GQ • The Times Literary Supplement • The New York Public Library • Kirkus Reviews It is worse, much worse, than you think. If your anxiety about global warming is dominated by fears of sea-level rise, you are barely scratching the surface of what terrors are possible—food shortages, refugee emergencies, climate wars and economic devastation. An “epoch-defining book” (The Guardian) and “this generation’s Silent Spring” (The Washington Post), The Uninhabitable Earth is both a travelogue of the near future and a meditation on how that future will look to those living through it—the ways that warming promises to transform global politics, the meaning of technology and nature in the modern world, the sustainability of capitalism and the trajectory of human progress. The Uninhabitable Earth is also an impassioned call to action. For just as the world was brought to the brink of catastrophe within the span of a lifetime, the responsibility to avoid it now belongs to a single generation—today’s. LONGLISTED FOR THE PEN/E.O. WILSON LITERARY SCIENCE WRITING AWARD “The Uninhabitable Earth is the most terrifying book I have ever read. Its subject is climate change, and its method is scientific, but its mode is Old Testament. The book is a meticulously documented, white-knuckled tour through the cascading catastrophes that will soon engulf our warming planet.”—Farhad Manjoo, The New York Times “Riveting. . . . Some readers will find Mr. Wallace-Wells’s outline of possible futures alarmist. He is indeed alarmed. You should be, too.”—The Economist “Potent and evocative. . . . Wallace-Wells has resolved to offer something other than the standard narrative of climate change. . . . He avoids the ‘eerily banal language of climatology’ in favor of lush, rolling prose.”—Jennifer Szalai, The New York Times “The book has potential to be this generation’s Silent Spring.”—The Washington Post “The Uninhabitable Earth, which has become a best seller, taps into the underlying emotion of the day: fear. . . . I encourage people to read this book.”—Alan Weisman, The New York Review of Books
Data Lakes For Dummies
Author: Alan R. Simon
Publisher: John Wiley & Sons
ISBN: 1119786169
Category : Computers
Languages : en
Pages : 391
Book Description
Take a dive into data lakes “Data lakes” is the latest buzz word in the world of data storage, management, and analysis. Data Lakes For Dummies decodes and demystifies the concept and helps you get a straightforward answer the question: “What exactly is a data lake and do I need one for my business?” Written for an audience of technology decision makers tasked with keeping up with the latest and greatest data options, this book provides the perfect introductory survey of these novel and growing features of the information landscape. It explains how they can help your business, what they can (and can’t) achieve, and what you need to do to create the lake that best suits your particular needs. With a minimum of jargon, prolific tech author and business intelligence consultant Alan Simon explains how data lakes differ from other data storage paradigms. Once you’ve got the background picture, he maps out ways you can add a data lake to your business systems; migrate existing information and switch on the fresh data supply; clean up the product; and open channels to the best intelligence software for to interpreting what you’ve stored. Understand and build data lake architecture Store, clean, and synchronize new and existing data Compare the best data lake vendors Structure raw data and produce usable analytics Whatever your business, data lakes are going to form ever more prominent parts of the information universe every business should have access to. Dive into this book to start exploring the deep competitive advantage they make possible—and make sure your business isn’t left standing on the shore.
Publisher: John Wiley & Sons
ISBN: 1119786169
Category : Computers
Languages : en
Pages : 391
Book Description
Take a dive into data lakes “Data lakes” is the latest buzz word in the world of data storage, management, and analysis. Data Lakes For Dummies decodes and demystifies the concept and helps you get a straightforward answer the question: “What exactly is a data lake and do I need one for my business?” Written for an audience of technology decision makers tasked with keeping up with the latest and greatest data options, this book provides the perfect introductory survey of these novel and growing features of the information landscape. It explains how they can help your business, what they can (and can’t) achieve, and what you need to do to create the lake that best suits your particular needs. With a minimum of jargon, prolific tech author and business intelligence consultant Alan Simon explains how data lakes differ from other data storage paradigms. Once you’ve got the background picture, he maps out ways you can add a data lake to your business systems; migrate existing information and switch on the fresh data supply; clean up the product; and open channels to the best intelligence software for to interpreting what you’ve stored. Understand and build data lake architecture Store, clean, and synchronize new and existing data Compare the best data lake vendors Structure raw data and produce usable analytics Whatever your business, data lakes are going to form ever more prominent parts of the information universe every business should have access to. Dive into this book to start exploring the deep competitive advantage they make possible—and make sure your business isn’t left standing on the shore.
Military Alliances in the Twenty-First Century
Author: Alexander Lanoszka
Publisher: John Wiley & Sons
ISBN: 1509545581
Category : Political Science
Languages : en
Pages : 169
Book Description
Alliance politics is a regular headline grabber. When a possible military crisis involving Russia, North Korea, or China rears its head, leaders and citizens alike raise concerns over the willingness of US allies to stand together. As rival powers have tightened their security cooperation, the United States has stepped up demands that its allies increase their defense spending and contribute more to military operations in the Middle East and elsewhere. The prospect of former President Donald Trump unilaterally ending alliances alarmed longstanding partners, even as NATO was welcoming new members into its ranks. Military Alliances in the Twenty-First Century is the first book to explore fully the politics that shape these security arrangements – from their initial formation through the various challenges that test them and, sometimes, lead to their demise. Across six thematic chapters, Alexander Lanoszka challenges conventional wisdom that has dominated our understanding of how military alliances have operated historically and into the present. Although military alliances today may seem uniquely hobbled by their internal difficulties, Lanoszka argues that they are in fact, by their very nature, prone to dysfunction.
Publisher: John Wiley & Sons
ISBN: 1509545581
Category : Political Science
Languages : en
Pages : 169
Book Description
Alliance politics is a regular headline grabber. When a possible military crisis involving Russia, North Korea, or China rears its head, leaders and citizens alike raise concerns over the willingness of US allies to stand together. As rival powers have tightened their security cooperation, the United States has stepped up demands that its allies increase their defense spending and contribute more to military operations in the Middle East and elsewhere. The prospect of former President Donald Trump unilaterally ending alliances alarmed longstanding partners, even as NATO was welcoming new members into its ranks. Military Alliances in the Twenty-First Century is the first book to explore fully the politics that shape these security arrangements – from their initial formation through the various challenges that test them and, sometimes, lead to their demise. Across six thematic chapters, Alexander Lanoszka challenges conventional wisdom that has dominated our understanding of how military alliances have operated historically and into the present. Although military alliances today may seem uniquely hobbled by their internal difficulties, Lanoszka argues that they are in fact, by their very nature, prone to dysfunction.