The Ethical Algorithm
The Science of Socially Aware Algorithm Design
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The Ethical Algorithm
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Narrado por:
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Teri Schnaubelt
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Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.
Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations, and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration.
PLEASE NOTE: When you purchase this title, the accompanying PDF will be available in your Audible Library along with the audio.
©2020 Michael Kearns and Aaron Roth (P)2020 TantorLos oyentes también disfrutaron...
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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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4 out of 5 stars
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Great book, irritating narration
- De N. G. PEPIN en 09-24-15
De: Pedro Domingos
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Noise
- A Flaw in Human Judgment
- De: Daniel Kahneman, Olivier Sibony, Cass R. Sunstein
- Narrado por: Jonathan Todd Ross
- Duración: 13 h y 28 m
- Versión completa
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General4.5 out of 5 stars 1,423
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Narración:4.5 out of 5 stars 1,158
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Historia4.5 out of 5 stars 1,147
From the best-selling author of Thinking, Fast and Slow, the co-author of Nudge, and the author of You Are About to Make a Terrible Mistake! comes Noise, a revolutionary exploration of why people make bad judgments, and how to control both noise and cognitive bias.
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1 out of 5 stars
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Disappointing
- De Z28 en 05-31-21
De: Daniel Kahneman, y otros
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The Intelligent Web
- Search, Smart Algorithms, and Big Data
- De: Gautam Shroff
- Narrado por: Neil Shah
- Duración: 10 h y 42 m
- Versión completa
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General4 out of 5 stars 131
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Narración:4 out of 5 stars 109
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Historia4 out of 5 stars 107
As we use the Web for social networking, shopping, and news, we leave a personal trail. These days, linger over a Web page selling lamps, and they will turn up at the advertising margins as you move around the Internet, reminding you, tempting you to make that purchase. Search engines such as Google can now look deep into the data on the Web to pull out instances of the words you are looking for. And there are pages that collect and assess information to give you a snapshot of changing political opinion.
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5 out of 5 stars
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Great book for learning about Deep learning
- De Darkpassenger en 04-16-15
De: Gautam Shroff
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The Book of Why
- The New Science of Cause and Effect
- De: Judea Pearl, Dana Mackenzie
- Narrado por: Mel Foster
- Duración: 15 h y 14 m
- Versión completa
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General4.5 out of 5 stars 837
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Narración:4.5 out of 5 stars 691
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Historia4.5 out of 5 stars 689
"Correlation does not imply causation". This mantra has been invoked by scientists for decades and has led to a virtual prohibition on causal talk. But today, that taboo is dead. The causal revolution, sparked by Judea Pearl and his colleagues, has cut through a century of confusion and placed causality - the study of cause and effect - on a firm scientific basis.
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5 out of 5 stars
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Great book! Not a great audiobook.
- De rrwright en 05-30-18
De: Judea Pearl, y otros
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The Formula
- How Algorithms Solve all our Problems…and Create More
- De: Luke Dormehl
- Narrado por: Daniel Weyman
- Duración: 7 h y 26 m
- Versión completa
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General4 out of 5 stars 447
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Narración:4 out of 5 stars 389
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Historia4 out of 5 stars 388
A fascinating guided tour of the complex, fast-moving, and influential world of algorithms - what they are, why they’re such powerful predictors of human behavior, and where they’re headed next. Algorithms exert an extraordinary level of influence on our everyday lives - from dating websites and financial trading floors, through to online retailing and internet searches - Google's search algorithm is now a more closely guarded commercial secret than the recipe for Coca-Cola.
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2 out of 5 stars
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Not about algorithms. Not an original book.
- De Landon Rordam en 12-02-14
De: Luke Dormehl
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Too Big To Know
- Rethinking Knowledge Now That the Facts Aren't the Facts, Experts Are Everywhere, and the Smartest Person in the Room Is the Room
- De: David Weinberger
- Narrado por: Peter Johnson
- Duración: 8 h y 2 m
- Versión completa
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General3.5 out of 5 stars 139
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Narración:4 out of 5 stars 110
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Historia4 out of 5 stars 109
We used to know how to know. We got our answers from books or experts. We'd nail down the facts and move on. But in the Internet age, knowledge has moved onto networks. There's more knowledge than ever, of course, but it's different. Topics have no boundaries, and nobody agrees on anything.Yet this is the greatest time in history to be a knowledge seeker - if you know how.
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4 out of 5 stars
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Good to know ...
- De John B. Fisher en 01-24-12
De: David Weinberger
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Power and Prediction
- The Disruptive Economics of Artificial Intelligence
- De: Ajay Agrawal, Joshua Gans, Avi Goldfarb
- Narrado por: Tom Beyer
- Duración: 10 h y 7 m
- Versión completa
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General4.5 out of 5 stars 112
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Narración:4.5 out of 5 stars 99
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Historia4 out of 5 stars 99
In their bestselling first book, Prediction Machines, eminent economists Ajay Agrawal, Joshua Gans, and Avi Goldfarb explained the simple yet game-changing economics of AI. Now, in Power and Prediction, they go deeper, examining the most basic unit of analysis: the decision. The authors explain that the two key decision-making ingredients are prediction and judgment, and we perform both together in our minds, often without realizing it.
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5 out of 5 stars
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Inspire system thinking with informative examples
- De Lucy A. Pithecus en 11-16-22
De: Ajay Agrawal, y otros
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The Great Mental Models
- General Thinking Concepts
- De: Shane Parrish
- Narrado por: Shane Parrish
- Duración: 3 h y 23 m
- Versión completa
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General4.5 out of 5 stars 1,672
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Narración:4 out of 5 stars 1,393
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Historia4.5 out of 5 stars 1,374
The Great Mental Models: General Thinking Concepts is the first book in The Great Mental Models series designed to upgrade your thinking with the best, most useful and powerful tools so you always have the right one on hand. This volume details nine of the most versatile all-purpose mental models you can use right away to improve your decision making, your productivity, and how clearly you see the world.
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2 out of 5 stars
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A dissapointing debut
- De Peter en 04-14-19
De: Shane Parrish
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The Future of the Professions
- How Technology Will Transform the Work of Human Experts
- De: Richard Susskind, Daniel Susskind
- Narrado por: John Lee
- Duración: 12 h y 39 m
- Versión completa
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General4 out of 5 stars 271
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Narración:4 out of 5 stars 224
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Historia4 out of 5 stars 223
This book predicts the decline of today's professions and describes the people and systems that will replace them. In an Internet society, according to Richard Susskind and Daniel Susskind, we will neither need nor want doctors, teachers, accountants, architects, the clergy, consultants, lawyers, and many others to work as they did in the 20th century.
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3 out of 5 stars
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I Hope It's Not All True
- De John en 05-01-16
De: Richard Susskind, y otros
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Average is Over
- Powering America Beyond the Age of the Great Stagnation
- De: Tyler Cowen
- Narrado por: Andrew Garman
- Duración: 8 h y 42 m
- Versión completa
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General4 out of 5 stars 382
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Narración:4 out of 5 stars 311
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Historia4 out of 5 stars 308
The widening gap between rich and poor means dealing with one big, uncomfortable truth: If you're not at the top, you're at the bottom. The global labor market is changing radically thanks to growth at the high end and the low. About three quarters of the jobs created in the United States since the great recession pay only a bit more than minimum wage. Still, the United States has more millionaires and billionaires than any country ever, and we continue to mint them.
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1 out of 5 stars
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Disappointing analysis of future
- De JKBart en 12-10-13
De: Tyler Cowen
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Mindware
- Tools for Smart Thinking
- De: Richard E. Nisbett
- Narrado por: Joe Barrett
- Duración: 10 h y 17 m
- Versión completa
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General4 out of 5 stars 512
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Narración:4 out of 5 stars 434
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Historia4 out of 5 stars 427
Many scientific and philosophical ideas are so powerful that they can be applied to our lives at home, work, and school to help us think smarter and more effectively about our behavior and the world around us. Surprisingly, many of these ideas remain unknown to most of us. In Mindware, the world-renowned psychologist Richard Nisbett presents these ideas in clear and accessible detail, offering a tool kit for better thinking and wiser decisions.
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5 out of 5 stars
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Sound scientific advice on how to live your life
- De Neuron en 08-26-15
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Outnumbered
- Exploring the Algorithms That Control Our Lives
- De: David Sumpter
- Narrado por: David West
- Duración: 8 h y 1 m
- Versión completa
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General4.5 out of 5 stars 31
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Narración:4.5 out of 5 stars 26
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Historia4.5 out of 5 stars 26
Our increasing reliance on technology and the Internet has opened a window for mathematicians and data researchers to gaze through into our lives. Using the data they are constantly collecting about where we travel, where we shop, what we buy, what interests us, they can begin to predict our daily habits, and increasingly we are relinquishing our decision making to algorithms - are we giving up this up too easily?
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4 out of 5 stars
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A good reality check for "Cambridge Hyperbolitica"
- De Haggai Elkayam en 08-06-18
De: David Sumpter
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To Save Everything, Click Here
- The Folly of Technological Solutionism
- De: Evgeny Morozov
- Narrado por: Stephen Hoye
- Duración: 15 h y 59 m
- Versión completa
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General4 out of 5 stars 106
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Narración:4 out of 5 stars 88
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Historia4 out of 5 stars 87
In the very near future, smart “technologies and big data” will allow us to make large-scale and sophisticated interventions in politics, culture, and everyday life. Technology will allow us to solve problems in highly original ways and create new incentives to get more people to do the right thing. But how will such “solutionism” affect our society, once deeply political, moral, and irresolvable dilemmas are recast as uncontroversial and easily manageable matters of technological efficiency?
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5 out of 5 stars
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The about face shift in view I've been looking for
- De McKane en 03-18-15
De: Evgeny Morozov
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Freedom Evolves
- De: Daniel C. Dennett
- Narrado por: Robert Blumenfeld
- Duración: 11 h y 21 m
- Versión completa
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General4.5 out of 5 stars 135
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Narración:4 out of 5 stars 113
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Historia4.5 out of 5 stars 112
Can there be freedom and free will in a deterministic world? Renowned philosopher Daniel Dennett emphatically answers "yes!" Using an array of provocative formulations, Dennett sets out to show how we alone among the animals have evolved minds that give us free will and morality. Weaving a richly detailed narrative, Dennett explains in a series of strikingly original arguments - drawing upon evolutionary biology, cognitive neuroscience, economics, and philosophy - that far from being an enemy of traditional explorations of freedom, morality, and meaning, the evolutionary perspective can be an indispensable ally.
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5 out of 5 stars
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I knew I was going to like this book
- De Gary en 05-30-14
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Thinking Machines
- The Quest for Artificial Intelligence - and Where It's Taking Us Next
- De: Luke Dormehl
- Narrado por: Gus Brown
- Duración: 8 h y 12 m
- Versión completa
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General4 out of 5 stars 61
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Narración:4.5 out of 5 stars 51
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Historia4 out of 5 stars 52
When most of us think about artificial intelligence, our minds go straight to cyborgs, robots, and sci-fi thrillers where machines take over the world. But the truth is that artificial intelligence is already among us. It exists in our smartphones, fitness trackers, and refrigerators that tell us when the milk will expire. In some ways the future people dreamed of at the World's Fair in the 1960s is already here. We're teaching our machines how to think like humans, and they're learning at an incredible rate.
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2 out of 5 stars
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Mostly platitudes with no depth
- De Gary en 03-24-17
De: Luke Dormehl
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Super Crunchers
- Why Thinking-by-Numbers Is the New Way to Be Smart
- De: Ian Ayres
- Narrado por: Michael Kramer
- Duración: 7 h y 34 m
- Versión completa
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General4 out of 5 stars 848
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Narración:4.5 out of 5 stars 273
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Historia4 out of 5 stars 274
Today, number crunching affects your life in ways you might never imagine. In this lively and groundbreaking new audiobook, economist Ian Ayres shows how today's best and brightest organizations are analyzing massive databases at lightening speed to provide greater insights into human behavior. They are the Super Crunchers.
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5 out of 5 stars
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Great book on
- De Jon en 01-31-08
De: Ian Ayres
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System Error
- Where Big Tech Went Wrong and How We Can Reboot
- De: Rob Reich, Mehran Sahami, Jeremy M. Weinstein
- Narrado por: Kaleo Griffith
- Duración: 11 h y 28 m
- Versión completa
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General4.5 out of 5 stars 63
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Narración:4.5 out of 5 stars 53
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Historia4 out of 5 stars 53
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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4 out of 5 stars
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Excellent on tech. Weak on political speech.
- De Kindle Customer en 11-05-21
De: Rob Reich, y otros
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Atlas of AI
- Power, Politics, and the Planetary Costs of Artificial Intelligence
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Narración:4.5 out of 5 stars 73
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Historia4.5 out of 5 stars 73
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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- De Tom Dawkins en 03-13-23
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The Alignment Problem
- Machine Learning and Human Values
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Historia4.5 out of 5 stars 706
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. 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 autonomous vehicles on our streets can injure or kill.
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5 out of 5 stars
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Required reading for any AI course
- De ehan ferguson en 11-16-20
De: Brian Christian
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Artificial Unintelligence
- How Computers Misunderstand the World
- De: Meredith Broussard
- Narrado por: Andrea Emmes
- Duración: 7 h y 46 m
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General4 out of 5 stars 74
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Narración:4 out of 5 stars 68
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Historia4 out of 5 stars 67
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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3 out of 5 stars
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Good but not the best
- De Jordan Worley en 08-07-19
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Weapons of Math Destruction
- How Big Data Increases Inequality and Threatens Democracy
- De: Cathy O'Neil
- Narrado por: Cathy O'Neil
- Duración: 6 h y 23 m
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Historia4.5 out of 5 stars 2,543
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.
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3 out of 5 stars
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More are US social problems that WMD
- De Laurent Bourgault-Roy en 01-08-17
De: Cathy O'Neil
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AI Snake Oil
- What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
- De: Sayash Kapoor, Arvind Narayanan
- Narrado por: Landon Woodson
- Duración: 9 h y 58 m
- Versión completa
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General4.5 out of 5 stars 45
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Narración:4.5 out of 5 stars 44
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Historia4.5 out of 5 stars 44
Confused about AI and worried about what it means for your future and the future of the world? You’re not alone. AI is everywhere—and few things are surrounded by so much hype, misinformation, and misunderstanding. In AI Snake Oil, computer scientists Arvind Narayanan and Sayash Kapoor cut through the confusion to give you an essential understanding of how AI works, why it often doesn’t, where it might be useful or harmful, and when you should suspect that companies are using AI hype to sell AI snake oil—products that don’t work, and probably never will.
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1 out of 5 stars
-
Basic level information nothing new here
- De Al en 10-09-24
De: Sayash Kapoor, y otros
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Algorithms of Oppression
- How Search Engines Reinforce Racism
- De: Safiya Umoja Noble
- Narrado por: Shayna Small
- Duración: 6 h y 21 m
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General4.5 out of 5 stars 387
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Narración:4.5 out of 5 stars 329
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Historia4.5 out of 5 stars 327
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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5 out of 5 stars
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Read this book. Tell everyone you know about it.
- De Joshua Daniel-Wariya en 06-06-19
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Atlas of AI
- Power, Politics, and the Planetary Costs of Artificial Intelligence
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- Duración: 8 h y 53 m
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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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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. 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 autonomous vehicles on our streets can injure or kill.
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5 out of 5 stars
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Required reading for any AI course
- De ehan ferguson en 11-16-20
De: Brian Christian
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Artificial Unintelligence
- How Computers Misunderstand the World
- De: Meredith Broussard
- Narrado por: Andrea Emmes
- Duración: 7 h y 46 m
- Versión completa
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General4 out of 5 stars 74
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Narración:4 out of 5 stars 68
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Historia4 out of 5 stars 67
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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3 out of 5 stars
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Good but not the best
- De Jordan Worley en 08-07-19
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Weapons of Math Destruction
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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.
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3 out of 5 stars
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More are US social problems that WMD
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AI Snake Oil
- What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
- De: Sayash Kapoor, Arvind Narayanan
- Narrado por: Landon Woodson
- Duración: 9 h y 58 m
- Versión completa
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General4.5 out of 5 stars 45
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Narración:4.5 out of 5 stars 44
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Historia4.5 out of 5 stars 44
Confused about AI and worried about what it means for your future and the future of the world? You’re not alone. AI is everywhere—and few things are surrounded by so much hype, misinformation, and misunderstanding. In AI Snake Oil, computer scientists Arvind Narayanan and Sayash Kapoor cut through the confusion to give you an essential understanding of how AI works, why it often doesn’t, where it might be useful or harmful, and when you should suspect that companies are using AI hype to sell AI snake oil—products that don’t work, and probably never will.
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1 out of 5 stars
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Basic level information nothing new here
- De Al en 10-09-24
De: Sayash Kapoor, y otros
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Algorithms of Oppression
- How Search Engines Reinforce Racism
- De: Safiya Umoja Noble
- Narrado por: Shayna Small
- Duración: 6 h y 21 m
- Versión completa
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General4.5 out of 5 stars 387
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Narración:4.5 out of 5 stars 329
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Historia4.5 out of 5 stars 327
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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5 out of 5 stars
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Read this book. Tell everyone you know about it.
- De Joshua Daniel-Wariya en 06-06-19
Lo que los oyentes dicen sobre The Ethical Algorithm
Calificaciones medias de los clientesReseñas - Selecciona las pestañas a continuación para cambiar el origen de las reseñas.
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Total5 out of 5 stars
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Ejecución5 out of 5 stars
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Historia5 out of 5 stars
- Matthew Sowders
- 10-08-23
Great read!!!
This was an interesting view into the problems involved mixing algorithms with general decision making in many contexts.
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Total5 out of 5 stars
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Ejecución5 out of 5 stars
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Historia5 out of 5 stars
- Amazon Customer
- 11-08-23
very relevant and important, especially with all the developments today
As a field, AI is moving extremely fast - so it is fair to say that this is an ‘old book’ for this field. Yet every single topic addressed in it is so very important, critical and still unresolved. The authors are very good in explaining the issues and making them accessible for people from all kinds of backgrounds. It must be a mandatory read for all technical disciplines, and especially in computer science programs.
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Total5 out of 5 stars
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Ejecución5 out of 5 stars
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Historia5 out of 5 stars
- Jim Flowers
- 09-17-21
why the gold standard may not be golden.
excellent down to earth analysis of the fundamentals of algorithms, statistics, and the difficulty of modeling behaviors accurately, reliably, and ethically.
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