Weapons of Math Destruction
How Big Data Increases Inequality and Threatens Democracy
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Narrated by:
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Cathy O'Neil
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By:
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Cathy O'Neil
About this listen
NEW YORK TIMES BESTSELLER • A former Wall Street quant sounds the alarm on Big Data and the mathematical models that threaten to rip apart our social fabric—with a new afterword
“A manual for the twenty-first-century citizen . . . relevant and urgent.”—Financial Times
NATIONAL BOOK AWARD LONGLIST • NAMED ONE OF THE BEST BOOKS OF THE YEAR BY The New York Times Book Review • The Boston Globe • Wired • Fortune • Kirkus Reviews • The Guardian • Nature • On Point
We live in the age of the algorithm. Increasingly, the decisions that affect our lives—where we go to school, whether we can get a job or a loan, how much we pay for health insurance—are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.
But as mathematician and data scientist Cathy O’Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they’re wrong. Most troubling, they reinforce discrimination—propping up the lucky, punishing the downtrodden, and undermining our democracy in the process. Welcome to the dark side of Big Data.
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Editorial reviews
Critic reviews
“O’Neil’s book offers a frightening look at how algorithms are increasingly regulating people. . . . Her knowledge of the power and risks of mathematical models, coupled with a gift for analogy, makes her one of the most valuable observers of the continuing weaponization of big data. . . . [She] does a masterly job explaining the pervasiveness and risks of the algorithms that regulate our lives.”—The New York Times Book Review
"Weapons of Math Destruction is the Big Data story Silicon Valley proponents won't tell. . . . [It] pithily exposes flaws in how information is used to assess everything from creditworthiness to policing tactics . . . a thought-provoking read for anyone inclined to believe that data doesn't lie.”—Reuters
“This is a manual for the twenty-first century citizen, and it succeeds where other big data accounts have failed—it is accessible, refreshingly critical and feels relevant and urgent.”—Financial Times
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AI Superpowers
- China, Silicon Valley, and the New World Order
- By: Kai-Fu Lee
- Narrated by: Mikael Naramore
- Length: 9 hrs and 28 mins
- Unabridged
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In AI Superpowers, Kai-fu Lee argues powerfully that because of these unprecedented developments in AI, dramatic changes will be happening much sooner than many of us expected. Indeed, as the US-Sino AI competition begins to heat up, Lee urges the US and China to both accept and to embrace the great responsibilities that come with significant technological power.
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Compelled to listen at 2x speed
- By LEE on 09-26-18
By: Kai-Fu Lee
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That Used to Be Us
- How America Fell Behind in the World It Invented and How We Can Come Back
- By: Thomas L. Friedman, Michael Mandelbaum
- Narrated by: Jason Culp
- Length: 16 hrs and 53 mins
- Unabridged
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America has a huge problem. It faces four major challenges, on which its future depends, and it is failing to meet them. In That Used to Be Us, Thomas L. Friedman, one of our most influential columnists, and Michael Mandelbaum, one of our leading foreign policy thinkers, analyze those challenges - globalization, the revolution in information technology, the nation's chronic deficits, and its pattern of energy consumption - and spell out what we need to do now to rediscover America and rise to this moment.
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We have met the enemy and it is us.... Pogo
- By Soudant on 09-16-11
By: Thomas L. Friedman, and others
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Third World America
- How Our Politicians Are Abandoning the Middle Class and Betraying the American Dream
- By: Arianna Huffington
- Narrated by: Coleen Marlo
- Length: 6 hrs and 51 mins
- Unabridged
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America's middle class, the driver of so much of our economic success and political stability, is rapidly disappearing, forcing us to confront the fear that we are slipping as a nation - that our children and grandchildren will enjoy fewer opportunities and face a lower standard of living than we did. It's the dark flipside of the American Dream - an American Nightmare of our own making.
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Sad... but with a ray of hope
- By Maciej on 10-20-10
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The World Is Flat
- Further Updated and Expanded
- By: Thomas L. Friedman
- Narrated by: Oliver Wyman
- Length: 27 hrs and 15 mins
- Unabridged
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Overall
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Performance
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When scholars write the history of the world twenty years from now, what will they say was the most crucial development in the first few years of the twenty-first century? The attacks on the World Trade Center on 9/11 and the Iraq war? Or the convergence of technology and events that allowed India, China, and so many other countries to become part of the global supply chain for services and manufacturing, creating an explosion of wealth in the middle classes of the world's two biggest nations?
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If you like cliches...
- By Jonathan Shultz on 09-08-07
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Data-ism
- The Revolution Transforming Decision Making, Consumer Behavior, and Almost Everything Else
- By: Steve Lohr
- Narrated by: Steve Lohr
- Length: 6 hrs and 33 mins
- Unabridged
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Coal, iron ore, and oil were the key productive assets that fueled the Industrial Revolution. Today data is the vital raw material of the information economy. The explosive abundance of this digital asset, more than doubling every two years, is creating a new world of opportunity and challenge. Data-ism is about this next phase, in which vast, Internet-scale data sets are used for discovery and prediction in virtually every field. It is a journey across this emerging world with people, illuminating narrative examples, and insights.
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More business case than serious analysis
- By Godfried Gubbels on 06-03-15
By: Steve Lohr
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Phishing for Phools
- The Economics of Manipulation and Deception
- By: George A. Akerlof, Robert J. Shiller
- Narrated by: Bronson Pinchot
- Length: 7 hrs and 11 mins
- Unabridged
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Ever since Adam Smith, the central teaching of economics has been that free markets provide us with material well-being, as if by an invisible hand. In Phishing for Phools, Nobel Prize-winning economists George Akerlof and Robert Shiller deliver a fundamental challenge to this insight, arguing that markets harm as well as help us. As long as there is profit to be made, sellers will systematically exploit our psychological weaknesses and our ignorance through manipulation and deception.
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Useful for a certain audience, but ...
- By Philo on 02-29-16
By: George A. Akerlof, and others
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Success and Luck
- Good Fortune and the Myth of Meritocracy
- By: Robert H. Frank
- Narrated by: Robert H. Frank
- Length: 5 hrs and 19 mins
- Unabridged
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Performance
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How important is luck in economic success? No question more reliably divides conservatives from liberals. As conservatives correctly observe, people who amass great fortunes are almost always talented and hardworking. But liberals are also correct to note that countless others have those same qualities yet never earn much. In recent years, social scientists have discovered that chance plays a much larger role in important life outcomes than most people imagine.
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Not what is advertised
- By Andre on 04-18-17
By: Robert H. Frank
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Machine, Platform, Crowd
- Harnessing Our Digital Future
- By: Erik Brynjolfsson, Andrew McAfee
- Narrated by: Jeff Cummings
- Length: 10 hrs and 57 mins
- Unabridged
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In The Second Machine Age, Andrew McAfee and Erik Brynjolfsson predicted some of the far-reaching effects of digital technologies on our lives and businesses. Now they’ve written a guide to help listeners make the most of our collective future. Machine | Platform | Crowd outlines the opportunities and challenges inherent in the science fiction technologies that have come to life in recent years, like self-driving cars and 3D printers, online platforms for renting outfits and scheduling workouts, or crowd-sourced medical research and financial instruments.
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Both How AND Why for Techies
- By Dan Collins on 08-11-17
By: Erik Brynjolfsson, and others
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Automating Inequality
- How High-Tech Tools Profile, Police, and Punish the Poor
- By: Virginia Eubanks
- Narrated by: Teri Schnaubelt
- Length: 7 hrs and 47 mins
- Unabridged
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Overall
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Performance
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Story
Since the dawn of the digital age, decision-making in finance, politics, health, and human services has undergone revolutionary change. Today, automated systems control which neighborhoods get policed, which families attain needed resources, and who is investigated for fraud. While we all live under this new regime of data, the most invasive and punitive systems are aimed at the poor. In Automating Inequality, Virginia Eubanks systematically investigates the impacts of data mining, policy algorithms, and predictive risk models on poor and working-class people in America.
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Outstanding, Through, Well Researched Book!
- By LISA on 07-11-24
By: Virginia Eubanks
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System Error
- Where Big Tech Went Wrong and How We Can Reboot
- By: Rob Reich, Mehran Sahami, Jeremy M. Weinstein
- Narrated by: Kaleo Griffith
- Length: 11 hrs and 28 mins
- Unabridged
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In no more than the blink of an eye, a naïve optimism about technology’s liberating potential has given way to a dystopian obsession with biased algorithms, surveillance capitalism, and job-displacing robots. System Error exposes the root of our current predicament - how big tech’s relentless focus on optimization is driving a future that reinforces discrimination, erodes privacy, displaces workers, and pollutes the information we get- and outlines steps we can take to change course, renew our democracy, and save ourselves.
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Excellent on tech. Weak on political speech.
- By Kindle Customer on 11-05-21
By: Rob Reich, and others
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Technically Wrong
- Sexist Apps, Biased Algorithms, and Other Threats of Toxic Tech
- By: Sara Wachter-Boettcher
- Narrated by: Andrea Emmes
- Length: 5 hrs and 42 mins
- Unabridged
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Overall
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Performance
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Story
Buying groceries, tracking our health, finding a date: whatever we want to do, odds are that we can now do it online. But few of us ask how all these digital products are designed, or why. It's time we change that. Many of the services we rely on are full of oversights, biases, and downright ethical nightmares. Chatbots that harass women. Signup forms that fail anyone who's not straight. Social media sites that send peppy messages about dead relatives. Algorithms that put more black people behind bars.
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Pretty good but not complete
- By Casey on 10-29-17
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The Filter Bubble
- What the Internet Is Hiding from You
- By: Eli Pariser
- Narrated by: Kirby Heyborne
- Length: 7 hrs and 32 mins
- Unabridged
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Overall
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Performance
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Story
In December 2009, Google began customizing its search results for each user. Instead of giving you the most broadly popular result, Google now tries to predict what you are most likely to click on. According to MoveOn.org board president Eli Pariser, Google's change in policy is symptomatic of the most significant shift to take place on the Web in recent years: the rise of personalization.
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Now in the top 3 best books I've ever read
- By Brian Esserlieu on 05-26-11
By: Eli Pariser
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Read this book. Tell everyone you know about it.
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Automating Inequality
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Outstanding, Through, Well Researched Book!
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Unmasking AI
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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.
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Who knew
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The Age of Surveillance Capitalism
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The Age of Surveillance Capitalism is neither a hand-wringing narrative of danger and decline nor a digital fairy tale. Rather, it offers a deeply reasoned and evocative examination of the contests over the next chapter of capitalism that will decide the meaning of information civilization in the 21st century. The stark issue at hand is whether we will be the masters of information and machines or its slaves.
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Book Editors failed to trim the word count
- By Todd B on 07-14-19
By: Shoshana Zuboff
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- Weaponizing Next Generation AI
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Artificial intelligence and cybersecurity veteran Justin Hutchens delivers an incisive and penetrating look at how contemporary and future AI can and will be weaponized for malicious and adversarial purposes. In the book, you will explore the history of social engineering and social robotics, the psychology of deception, considerations of machine sentience and consciousness, and the history of how technology has been weaponized in the past.
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Overall, pretty disappointed
- By TexaSaint on 10-22-24
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The Shame Machine
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A Bit Slanted, Marginally Pro-Bullying
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Algorithms of Oppression
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Run a Google search for “black girls” - what will you find? “Big Booty” and other sexually explicit terms are likely to come up as top search terms. But, if you type in “white girls”, the results are radically different. The suggested porn sites and un-moderated discussions about “why black women are so sassy” or “why black women are so angry” presents a disturbing portrait of black womanhood in modern society. In Algorithms of Oppression, Safiya Umoja Noble challenges the idea that search engines like Google offer an equal playing field for all forms of ideas, identities, and activities.
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Read this book. Tell everyone you know about it.
- By Joshua Daniel-Wariya on 06-06-19
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Automating Inequality
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Since the dawn of the digital age, decision-making in finance, politics, health, and human services has undergone revolutionary change. Today, automated systems control which neighborhoods get policed, which families attain needed resources, and who is investigated for fraud. While we all live under this new regime of data, the most invasive and punitive systems are aimed at the poor. In Automating Inequality, Virginia Eubanks systematically investigates the impacts of data mining, policy algorithms, and predictive risk models on poor and working-class people in America.
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Outstanding, Through, Well Researched Book!
- By LISA on 07-11-24
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Unmasking AI
- My Mission to Protect What Is Human in a World of Machines
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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.
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Who knew
- By AD Dub on 11-14-24
By: Joy Buolamwini
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The Age of Surveillance Capitalism
- The Fight for a Human Future at the New Frontier of Power
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Book Editors failed to trim the word count
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Overall, pretty disappointed
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FAIK
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In an era where artificial intelligence can create content indistinguishable from reality, how do we separate truth from fiction? In FAIK: A Practical Guide to Living in a World of Deepfakes, Disinformation, and AI-Generated Deceptions, cybersecurity and deception expert Perry Carpenter unveils the hidden dangers of generative artificial intelligence, showing you how to use these technologies safely while protecting yourself and others from cyber scams and threats.
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Race After Technology
- Abolitionist Tools for the New Jim Code
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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.
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the narration is awful
- By Sofi on 01-04-22
By: Ruha Benjamin
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Atlas of AI
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What happens when artificial intelligence saturates political life and depletes the planet? How is AI shaping our understanding of ourselves and our societies? Drawing on more than a decade of research, award-winning scholar Kate Crawford reveals how AI is a technology of extraction: from the minerals drawn from the earth, to the labor pulled from low-wage information workers, to the data taken from every action and expression. This book reveals how this planetary network is fueling a shift toward undemocratic governance and increased inequity.
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A fascinating and thought provoking examination of
- By Tom Dawkins on 03-13-23
By: Kate Crawford
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Data Feminism
- By: Catherine D'Ignazio, Lauren F. Klein
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Overall
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Illustrating data feminism in action, D'Ignazio and Klein show how challenges to the male/female binary can help challenge other hierarchical (and empirically wrong) classification systems. They explain how, for example, an understanding of emotion can expand our ideas about effective data visualization, and how the concept of invisible labor can expose the significant human efforts required by our automated systems. And they show why the data never, ever "speak for themselves."
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a long pamphlet, zero value
- By Amazon Customer on 07-28-22
By: Catherine D'Ignazio, and others
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Calling Bullshit
- The Art of Skepticism in a Data-Driven World
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Overall
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Misinformation, disinformation, and fake news abound, and it’s increasingly difficult to know what’s true. We are fairly well equipped to spot the sort of old-school bullshit that is based in fancy rhetoric and weasel words, but most of us don’t feel qualified to challenge the avalanche of new-school bullshit presented in the language of math, science, or statistics. In Calling Bullshit, Professors Carl Bergstrom and Jevin West give us a set of powerful tools to cut through the most intimidating data.
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Where is the pdf?
- By Nikhil Khanna on 08-07-20
By: Carl T. Bergstrom, and others
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Data and Goliath
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In Data and Goliath, Schneier reveals the full extent of surveillance, censorship, and propaganda in society today, examining the risks of cybercrime, cyberterrorism, and cyberwar. He shares technological, legal, and social solutions that can help shape a more equal, private, and secure world. This is an audiobook to which everyone with an Internet connection - or bank account or smart device or car, for that matter - needs to listen.
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Great information
- By Jeremy on 06-12-15
By: Bruce Schneier
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A Brief History of Artificial Intelligence
- What It Is, Where We Are, and Where We Are Going
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Overall
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Performance
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From Oxford's leading AI researcher comes a fun and accessible tour through the history and future of one of the most cutting edge and misunderstood field in science: artificial intelligence.
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very basic.
- By Placeholder on 11-11-21
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The Master Algorithm
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Overall
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Under the aegis of machine learning in our data-driven machine age, computers are programming themselves and learning about - and solving - an extraordinary range of problems, from the mundane to the most daunting. Today it is machine learning programs that enable Amazon and Netflix to predict what users will like, Apple to power Siri's ability to understand voices, and Google to pilot cars.
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Great book, irritating narration
- By N. G. PEPIN on 09-24-15
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Artificial Unintelligence
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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.
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Good but not the best
- By Jordan Worley on 08-07-19
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Ghost Work
- How to Stop Silicon Valley from Building a New Global Underclass
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Overall
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Hidden beneath the surface of the internet, a new, stark reality is looming - one that cuts to the very heart of our endless debates about the impact of AI. Anthropologist Mary L. Gray and computer scientist Siddharth Suri team up to unveil how services delivered by companies like Amazon, Google, Microsoft, and Uber can only function smoothly thanks to the judgment and experience of a vast, invisible human labor force. These people doing "ghost work" make the internet seem smart. An estimated 8 percent of Americans have worked at least once in this "ghost economy".
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Interesting research, disappointing analysis
- By Rafael Rosa on 05-11-19
By: Mary L. Gray, and others
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Deep Thinking
- Where Machine Intelligence Ends and Human Creativity Begins
- By: Garry Kasparov, Mig Greengard
- Narrated by: Bob Brown, Garry Kasparov - introduction
- Length: 9 hrs and 57 mins
- Unabridged
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Overall
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Performance
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Story
Garry Kasparov's 1997 chess match against the IBM supercomputer Deep Blue was a watershed moment in the history of technology. It was the dawn of a new era in artificial intelligence: A machine capable of beating the reigning human champion at this most cerebral game. That moment was more than a century in the making, and in this breakthrough audiobook, Kasparov reveals his astonishing side of the story for the first time. He describes how it felt to strategize against an implacable, untiring opponent with the whole world watching.
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This is a Chess Book
- By Michael on 07-09-17
By: Garry Kasparov, and others
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Big Data
- A Revolution That Will Transform How We Live, Work, and Think
- By: Viktor Mayer-Schönberger, Kenneth Cukier
- Narrated by: Neil Scott-Barbour
- Length: 9 hrs and 40 mins
- Unabridged
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Overall
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Performance
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Story
In this brilliantly clear, often surprising work, two leading experts explain what big data is, how it will change our lives, and what we can do to protect ourselves from its hazards. Big Data is the first big book about the next big thing.
By: Viktor Mayer-Schönberger, and others
What listeners say about Weapons of Math Destruction
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- David T.
- 09-30-16
interesting read
very interesting. this woman's view on the world and how big data affects us are very compelling.
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- Geronimo1911
- 01-05-19
Eye-opening research!
This book is a must read for data scientists, students, policy makers and others who need a balanced view of the implications of our increasingly data-driven world.
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- Amazon Customer
- 09-18-17
Intriguing
While intriguing and insightful, in some instances the author may suffer from her own confirmation bias (an issue she attacks in the book). It's worth the listen, do not treat this book, or it's biases, as doctrine.
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- David Morales
- 06-17-19
Not bad, but...
I found it tiresome to listen to the narrator say WMDs so many times. I get the arguments, but perhaps she could've dug deeper on the ethics analysis rather than just on poverty and race variables.
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- RocketDog
- 03-28-19
Raises great questions and gives context
A valuable overview of the impact of our obsession with trying to predict the future through quantification.
A must-read (listen) for anyone who uses big data to make determinations about how others get to live, work or thrive. A must-read for anyone who’s applied for an education, a loan, a mortgage or a job. (Almost everyone?)
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- Otgonpurev Mendsaikhan
- 07-19-21
great story, poor performance
The story is great, but the narrator sucks. She speaks so fast and sometimes mumbles the words it is hard to catch for non native speakers
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- A. F. Davis
- 09-10-21
Math Gone Wrong
Important look at how mathematical models can create injustice. Well written and spoken. Not too long.
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- Brad Rissler
- 05-07-21
Thought provoking
While I don’t agree with every stance the author takes, she sheds a lot of light on how big data has crept into our lives. We should all be aware of the issues this book illustrates and then make our own decisions on what to do about them. Great read!
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- Michael Hood
- 06-28-19
the author exposes a threat to our society
This book was a real eye-opener and explained a lot of the things in the background that are controlling what people think and have opinions about. America should be about protecting the most vulnerable. A lot of bad gets exposed.
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- Satisfied
- 08-27-22
Educated and essential
As a single mother about to graduate from college, this information sinks deep. It’s as if I already knew it, but not the whole picture. The history, present state, and future predictions related to analytics, algorithms and how it affects all of our lives is essential for anyone interested in breaking free of the cycles of racism, poverty, unemployment, and poor financial decisions.
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