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How Humans Judge Machines

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Release : 2021-02-02
Genre : Computers
Kind : eBook
Book Rating : 52X/5 ( reviews)

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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. This book was released on 2021-02-02. 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

Download How Humans Judge Machines PDF Online Free

Author :
Release : 2021-02-02
Genre : Computers
Kind : eBook
Book Rating : 52X/5 ( reviews)

GET EBOOK


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

Download or read book How Humans Judge Machines written by Cesar A. Hidalgo. This book was released on 2021-02-02. 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.

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

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

Author :
Release : 2021-04-08
Genre : Computers
Kind : eBook
Book Rating : 741/5 ( reviews)

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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. This book was released on 2021-04-08. 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

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Author :
Release : 2015-08-04
Genre : Business & Economics
Kind : eBook
Book Rating : 650/5 ( reviews)

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Book Synopsis Humans Are Underrated by : Geoff Colvin

Download or read book Humans Are Underrated written by Geoff Colvin. This book was released on 2015-08-04. Available in PDF, EPUB and Kindle. Book excerpt: As technology races ahead, what will people do better than computers? What hope will there be for us when computers can drive cars better than humans, predict Supreme Court decisions better than legal experts, identify faces, scurry helpfully around offices and factories, even perform some surgeries, all faster, more reliably, and less expensively than people? 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. While we’ll still need high-level decision makers and computer developers, those tasks won’t keep most working-age people employed or allow their living standard to rise. 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 the economy values are changing in historic ways. The abilities that will prove most essential to our success are no longer the technical, classroom-taught left-brain skills that economic advances have demanded from workers in the past. Instead, our greatest advantage lies in what we humans are most powerfully driven to do for and with one another, arising from our deepest, most essentially human abilities—empathy, creativity, social sensitivity, storytelling, humor, building relationships, and expressing ourselves with greater power than logic can ever achieve. This is how we create durable value that is not easily replicated by technology—because we’re hardwired to want it from humans. These high-value skills create 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—“he’s a real people person,” “she’s naturally creative”—it turns out they can all be developed. They’re already being developed in a range of far-sighted organizations, such as: • the Cleveland Clinic, which emphasizes empathy training of doctors and all employees to improve patient outcomes and lower medical costs; • the U.S. Army, which has revolutionized its training to focus on human interaction, leading to stronger teams and greater success in real-world missions; • Stanford Business School, which has overhauled its curriculum to teach interpersonal skills through human-to-human experiences. As technology advances, we shouldn’t focus on beating computers at what they do—we’ll lose that contest. Instead, we must develop our most essential human abilities and teach our kids to value not just technology but also the richness of interpersonal experience. They will be the most valuable people in our world because of it. Colvin proves that to a far greater degree than most of us ever imagined, we already have what it takes to be great.

How Humans Judge Machines

Download How Humans Judge Machines PDF Online Free

Author :
Release : 2021
Genre : Artificial intelligence
Kind : eBook
Book Rating : 266/5 ( reviews)

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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. This book was released on 2021. 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"--

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