How Humans Judge Machines

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How Humans Judge Machines

Author : Cesar A. Hidalgo
Publisher : MIT Press
ISBN 13 : 026236252X
Total Pages : 257 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis How Humans Judge Machines by : Cesar A. Hidalgo

Download or read book How Humans Judge Machines written by Cesar A. Hidalgo and published by MIT Press. This book was released on 2021-02-02 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: How people judge humans and machines differently, in scenarios involving natural disasters, labor displacement, policing, privacy, algorithmic bias, and more. How would you feel about losing your job to a machine? How about a tsunami alert system that fails? Would you react differently to acts of discrimination depending on whether they were carried out by a machine or by a human? What about public surveillance? How Humans Judge Machines compares people's reactions to actions performed by humans and machines. Using data collected in dozens of experiments, this book reveals the biases that permeate human-machine interactions. Are there conditions in which we judge machines unfairly? Is our judgment of machines affected by the moral dimensions of a scenario? Is our judgment of machine correlated with demographic factors such as education or gender? César Hidalgo and colleagues use hard science to take on these pressing technological questions. Using randomized experiments, they create revealing counterfactuals and build statistical models to explain how people judge artificial intelligence and whether they do it fairly. Through original research, How Humans Judge Machines bring us one step closer tounderstanding the ethical consequences of AI.

How Humans Judge Machines

Author : Cesar A. Hidalgo
Publisher : MIT Press
ISBN 13 : 0262045524
Total Pages : 257 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis How Humans Judge Machines by : Cesar A. Hidalgo

How Humans Judge Machines

Author : Cesar A. Hidalgo
Publisher : MIT Press
ISBN 13 : 026236252X
Total Pages : 257 pages
Book Rating : 4.2/5 (623 download)

DOWNLOAD NOW!

Book Synopsis How Humans Judge Machines by : Cesar A. Hidalgo

How Humans Judge Machines

Author : César A. Hidalgo
Publisher :
ISBN 13 : 9780262363266
Total Pages : pages
Book Rating : 4.3/5 (632 download)

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Book Synopsis How Humans Judge Machines by : César A. Hidalgo

Download or read book How Humans Judge Machines written by César A. Hidalgo and published by . This book was released on 2021 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "80 experimental scenarios help us understand how humans judge AIs as opposed to other humans in the same situation"--

When Machines Can Be Judge, Jury, And Executioner: Justice In The Age Of Artificial Intelligence

Author : Katherine B Forrest
Publisher : World Scientific
ISBN 13 : 9811232741
Total Pages : 159 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis When Machines Can Be Judge, Jury, And Executioner: Justice In The Age Of Artificial Intelligence by : Katherine B Forrest

Download or read book When Machines Can Be Judge, Jury, And Executioner: Justice In The Age Of Artificial Intelligence written by Katherine B Forrest and published by World Scientific. This book was released on 2021-04-08 with total page 159 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'Is it fair for a judge to increase a defendant's prison time on the basis of an algorithmic score that predicts the likelihood that he will commit future crimes? Many states now say yes, even when the algorithms they use for this purpose have a high error rate, a secret design, and a demonstratable racial bias. The former federal judge Katherine Forrest, in her short but incisive When Machines Can Be Judge, Jury, and Executioner, says this is both unfair and irrational ...' See full reviewJed S RakoffUnited States District Judge for the Southern District of New YorkNew York Review of Books This book explores justice in the age of artificial intelligence. It argues that current AI tools used in connection with liberty decisions are based on utilitarian frameworks of justice and inconsistent with individual fairness reflected in the US Constitution and Declaration of Independence. It uses AI risk assessment tools and lethal autonomous weapons as examples of how AI influences liberty decisions. The algorithmic design of AI risk assessment tools can and does embed human biases. Designers and users of these AI tools have allowed some degree of compromise to exist between accuracy and individual fairness.Written by a former federal judge who lectures widely and frequently on AI and the justice system, this book is the first comprehensive presentation of the theoretical framework of AI tools in the criminal justice system and lethal autonomous weapons utilized in decision-making. The book then provides a comprehensive explanation as to why, tracing the evolution of the debate regarding racial and other biases embedded in such tools. No other book delves as comprehensively into the theory and practice of AI risk assessment tools.

Humans Are Underrated

Author : Geoff Colvin
Publisher : Penguin
ISBN 13 : 0143108379
Total Pages : 273 pages
Book Rating : 4.1/5 (431 download)

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Book Synopsis Humans Are Underrated by : Geoff Colvin

Download or read book Humans Are Underrated written by Geoff Colvin and published by Penguin. This book was released on 2016-10-11 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: It's easy to imagine a nightmare scenario in which computers simply take over most of the tasks that people now get paid to do. The unavoidable question—will millions of people lose out, unable to best the machine?—is increasingly dominating business, education, economics, and policy. The bestselling author of Talent Is Overrated explains how the skills and economy values are changing in historic ways and offers a guide to what's next for all workers. Mastering technical skills that have historically been in demand no longer differentiates us as it used to. Instead, our greatest advantage lies in our deepest, most essentially human abilities—empathy, creativity, social sensitivity, storytelling, humor, relationship building, and expressing ourselves with greater power than logic can ever achieve. These high-value skills craete tremendous competitive advantage—more devoted customers, stronger cultures, breakthrough ideas, and more effective teams. And while many of us regard these abilities as innate traits, it turns out they can all be developed. As Colvin shows, they're already being developed in a range of farsighted organizations, including the Cleveland Clinic, the U.S. Army, and Stanford Business School.

Machines Who Think

Author : Pamela McCorduck
Publisher : CRC Press
ISBN 13 : 1040083102
Total Pages : 313 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Machines Who Think by : Pamela McCorduck

Download or read book Machines Who Think written by Pamela McCorduck and published by CRC Press. This book was released on 2004-03-17 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a history of artificial intelligence, that audacious effort to duplicate in an artifact what we consider to be our most important property—our intelligence. It is an invitation for anybody with an interest in the future of the human race to participate in the inquiry.

The Most Human Human

Author : Brian Christian
Publisher : Anchor
ISBN 13 : 0307476707
Total Pages : 322 pages
Book Rating : 4.3/5 (74 download)

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Book Synopsis The Most Human Human by : Brian Christian

Download or read book The Most Human Human written by Brian Christian and published by Anchor. This book was released on 2012-03-06 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: A playful, profound book that is not only a testament to one man's efforts to be deemed more human than a computer, but also a rollicking exploration of what it means to be human in the first place. “Terrific. ... Art and science meet an engaged mind and the friction produces real fire.” —The New Yorker Each year, the AI community convenes to administer the famous (and famously controversial) Turing test, pitting sophisticated software programs against humans to determine if a computer can “think.” The machine that most often fools the judges wins the Most Human Computer Award. But there is also a prize, strange and intriguing, for the “Most Human Human.” Brian Christian—a young poet with degrees in computer science and philosophy—was chosen to participate in a recent competition. This

The Big Nine

Author : Amy Webb
Publisher : PublicAffairs
ISBN 13 : 1541773748
Total Pages : 272 pages
Book Rating : 4.5/5 (417 download)

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Book Synopsis The Big Nine by : Amy Webb

Download or read book The Big Nine written by Amy Webb and published by PublicAffairs. This book was released on 2019-03-05 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: A call-to-arms about the broken nature of artificial intelligence, and the powerful corporations that are turning the human-machine relationship on its head. We like to think that we are in control of the future of "artificial" intelligence. The reality, though, is that we -- the everyday people whose data powers AI -- aren't actually in control of anything. When, for example, we speak with Alexa, we contribute that data to a system we can't see and have no input into -- one largely free from regulation or oversight. The big nine corporations -- Amazon, Google, Facebook, Tencent, Baidu, Alibaba, Microsoft, IBM and Apple--are the new gods of AI and are short-changing our futures to reap immediate financial gain. In this book, Amy Webb reveals the pervasive, invisible ways in which the foundations of AI -- the people working on the system, their motivations, the technology itself -- is broken. Within our lifetimes, AI will, by design, begin to behave unpredictably, thinking and acting in ways which defy human logic. The big nine corporations may be inadvertently building and enabling vast arrays of intelligent systems that don't share our motivations, desires, or hopes for the future of humanity. Much more than a passionate, human-centered call-to-arms, this book delivers a strategy for changing course, and provides a path for liberating us from algorithmic decision-makers and powerful corporations.

The Alignment Problem: Machine Learning and Human Values

Author : Brian Christian
Publisher : W. W. Norton & Company
ISBN 13 : 039363583X
Total Pages : 459 pages
Book Rating : 4.3/5 (936 download)

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Book Synopsis The Alignment Problem: Machine Learning and Human Values by : Brian Christian

Download or read book The Alignment Problem: Machine Learning and Human Values written by Brian Christian and published by W. W. Norton & Company. This book was released on 2020-10-06 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

God, Human, Animal, Machine

Author : Meghan O'Gieblyn
Publisher : Anchor
ISBN 13 : 0525562710
Total Pages : 305 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis God, Human, Animal, Machine by : Meghan O'Gieblyn

Download or read book God, Human, Animal, Machine written by Meghan O'Gieblyn and published by Anchor. This book was released on 2022-07-12 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: A strikingly original exploration of what it might mean to be authentically human in the age of artificial intelligence, from the author of the critically-acclaimed Interior States. • "At times personal, at times philosophical, with a bracing mixture of openness and skepticism, it speaks thoughtfully and articulately to the most crucial issues awaiting our future." —Phillip Lopate “[A] truly fantastic book.”—Ezra Klein For most of human history the world was a magical and enchanted place ruled by forces beyond our understanding. The rise of science and Descartes's division of mind from world made materialism our ruling paradigm, in the process asking whether our own consciousness—i.e., souls—might be illusions. Now the inexorable rise of technology, with artificial intelligences that surpass our comprehension and control, and the spread of digital metaphors for self-understanding, the core questions of existence—identity, knowledge, the very nature and purpose of life itself—urgently require rethinking. Meghan O'Gieblyn tackles this challenge with philosophical rigor, intellectual reach, essayistic verve, refreshing originality, and an ironic sense of contradiction. She draws deeply and sometimes humorously from her own personal experience as a formerly religious believer still haunted by questions of faith, and she serves as the best possible guide to navigating the territory we are all entering.

Human Compatible

Author : Stuart Jonathan Russell
Publisher : Penguin Books
ISBN 13 : 0525558616
Total Pages : 354 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis Human Compatible by : Stuart Jonathan Russell

Download or read book Human Compatible written by Stuart Jonathan Russell and published by Penguin Books. This book was released on 2019 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: A leading artificial intelligence researcher lays out a new approach to AI that will enable people to coexist successfully with increasingly intelligent machines.

The Mind and the Machine

Author : Matthew T. Dickerson
Publisher : Wipf and Stock Publishers
ISBN 13 : 149820385X
Total Pages : 242 pages
Book Rating : 4.4/5 (982 download)

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Book Synopsis The Mind and the Machine by : Matthew T. Dickerson

Download or read book The Mind and the Machine written by Matthew T. Dickerson and published by Wipf and Stock Publishers. This book was released on 2016-07-29 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: Are humans just complex biochemical machines, mere physical parts of a causally closed materialist universe? Are we approaching the so-called "Singularity" when human consciousness can (and will) be downloaded into computers? Or is there more to the human person--something that might be known as soul or spirit? As this book makes clear, the answers to these questions have profound implications to topics such as heroism, creativity, ecology, and the possibility of reason and science. In exploring this important topic, Dickerson engages the ideas of some well-known twentieth- and twenty-first-century espousers of physicalism, including philosopher Daniel Dennett (Consciousness Explained), biologist Richard Dawkins (The God Delusion), futurist-engineer Raymond Kurzweil (The Age of Spiritual Machines), psychologist B. F. Skinner (Beyond Freedom and Dignity), and mathematician-philosopher Bertrand Russell (Why I Am Not a Christian). Through a careful reading of their works, Dickerson not only provides a five-fold critique of physicalism, but also offers a Christian alternative in the form of "integrative dualism," which affirms the existence of both a physical and spiritual reality without diminishing the goodness or importance of either, and acknowledges that humans are spiritual as well as bodily persons.

Why Information Grows

Author : Cesar Hidalgo
Publisher : Hachette UK
ISBN 13 : 0465039715
Total Pages : 256 pages
Book Rating : 4.4/5 (65 download)

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Book Synopsis Why Information Grows by : Cesar Hidalgo

Download or read book Why Information Grows written by Cesar Hidalgo and published by Hachette UK. This book was released on 2015-06-02 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Hidalgo has made a bold attempt to synthesize a large body of cutting-edge work into a readable, slender volume. This is the future of growth theory." -- Financial Times What is economic growth? And why, historically, has it occurred in only a few places? Previous efforts to answer these questions have focused on institutions, geography, finances, and psychology. But according to MIT's antidisciplinarian Cér Hidalgo, understanding the nature of economic growth demands transcending the social sciences and including the natural sciences of information, networks, and complexity. To understand the growth of economies, Hidalgo argues, we first need to understand the growth of order. At first glance, the universe seems hostile to order. Thermodynamics dictates that over time, order-or information-disappears. Whispers vanish in the wind just like the beauty of swirling cigarette smoke collapses into disorderly clouds. But thermodynamics also has loopholes that promote the growth of information in pockets. Although cities are all pockets where information grows, they are not all the same. For every Silicon Valley, Tokyo, and Paris, there are dozens of places with economies that accomplish little more than pulling rocks out of the ground. So, why does the US economy outstrip Brazil's, and Brazil's that of Chad? Why did the technology corridor along Boston's Route 128 languish while Silicon Valley blossomed? In each case, the key is how people, firms, and the networks they form make use of information. Seen from Hidalgo's vantage, economies become distributed computers, made of networks of people, and the problem of economic development becomes the problem of making these computers more powerful. By uncovering the mechanisms that enable the growth of information in nature and society, Why Information Grows lays bear the origins of physical order and economic growth. Situated at the nexus of information theory, physics, sociology, and economics, this book propounds a new theory of how economies can do not just more things, but more interesting things.

Machines as the Measure of Men

Author : Michael Adas
Publisher : Cornell University Press
ISBN 13 : 9780801497605
Total Pages : 452 pages
Book Rating : 4.4/5 (976 download)

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Book Synopsis Machines as the Measure of Men by : Michael Adas

Download or read book Machines as the Measure of Men written by Michael Adas and published by Cornell University Press. This book was released on 1989 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new edition of what has become a standard account of Western expansion and technological dominance includes a new preface by the author that discusses how subsequent developments in gender and race studies, as well as global technology and politics, enter into conversation with his original arguments.

Race After Technology

Author : Ruha Benjamin
Publisher : John Wiley & Sons
ISBN 13 : 1509526439
Total Pages : 172 pages
Book Rating : 4.5/5 (95 download)

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Book Synopsis Race After Technology by : Ruha Benjamin

Download or read book Race After Technology written by Ruha Benjamin and published by John Wiley & Sons. This book was released on 2019-07-09 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: From everyday apps to complex algorithms, Ruha Benjamin cuts through tech-industry hype to understand how emerging technologies can reinforce White supremacy and deepen social inequity. Benjamin argues that automation, far from being a sinister story of racist programmers scheming on the dark web, has the potential to hide, speed up, and deepen discrimination while appearing neutral and even benevolent when compared to the racism of a previous era. Presenting the concept of the “New Jim Code,” she shows how a range of discriminatory designs encode inequity by explicitly amplifying racial hierarchies; by ignoring but thereby replicating social divisions; or by aiming to fix racial bias but ultimately doing quite the opposite. Moreover, she makes a compelling case for race itself as a kind of technology, designed to stratify and sanctify social injustice in the architecture of everyday life. This illuminating guide provides conceptual tools for decoding tech promises with sociologically informed skepticism. In doing so, it challenges us to question not only the technologies we are sold but also the ones we ourselves manufacture. Visit the book's free Discussion Guide here.

A Thousand Brains

Author : Jeff Hawkins
Publisher : Basic Books
ISBN 13 : 1541675800
Total Pages : 251 pages
Book Rating : 4.5/5 (416 download)

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Book Synopsis A Thousand Brains by : Jeff Hawkins

Download or read book A Thousand Brains written by Jeff Hawkins and published by Basic Books. This book was released on 2021-03-02 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: A bestselling author, neuroscientist, and computer engineer unveils a theory of intelligence that will revolutionize our understanding of the brain and the future of AI. For all of neuroscience's advances, we've made little progress on its biggest question: How do simple cells in the brain create intelligence? Jeff Hawkins and his team discovered that the brain uses maplike structures to build a model of the world—not just one model, but hundreds of thousands of models of everything we know. This discovery allows Hawkins to answer important questions about how we perceive the world, why we have a sense of self, and the origin of high-level thought. A Thousand Brains heralds a revolution in the understanding of intelligence. It is a big-think book, in every sense of the word. One of the Financial Times' Best Books of 2021 One of Bill Gates' Five Favorite Books of 2021