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The Alignment Problem
- Machine Learning and Human Values
- Narrated by: Brian Christian
- Length: 13 hrs and 33 mins
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Publisher's summary
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. Listeners 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.
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- Length: 5 hrs and 46 mins
- Unabridged
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In this thought-provoking exploration, Matthew May defines elegance as the elusive combination of unusual simplicity and surprising power, and pinpoints the four key elements that characterize it: seduction, subtraction, symmetry, and sustainability. In a story-driven narrative that sheds light on the need for elegance in design, engineering, physics, art, urban planning, sports, and work, May offers a surprising array of stories that illustrate why what's "not there" often matters more than what is.
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I love elegance, but this book isn't elegant
- By Oliver Nielsen on 06-26-11
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Now You See It
- How the Brain Science of Attention Will Transform the Way We Live, Work, and Learn
- By: Cathy N. Davidson
- Narrated by: Laural Merlington
- Length: 13 hrs and 53 mins
- Unabridged
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When Duke University gave free iPods to the freshman class in 2003, critics said they were wasting their money. Yet when the students in practically every discipline invented academic uses for the music players, suddenly the idea could be seen in a new light - as an innovative way to turn learning on its head. Using cutting-edge research on the brain, Cathy N. Davidson show how attention blindness has produced one of our society's greatest challenges.
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3 Reasons to Read
- By Joshua Kim on 05-06-12
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The Book of Why
- The New Science of Cause and Effect
- By: Judea Pearl, Dana Mackenzie
- Narrated by: Mel Foster
- Length: 15 hrs and 14 mins
- Unabridged
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"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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Great book! Not a great audiobook.
- By rrwright on 05-30-18
By: Judea Pearl, and others
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The Formula
- How Algorithms Solve all our Problems…and Create More
- By: Luke Dormehl
- Narrated by: Daniel Weyman
- Length: 7 hrs and 26 mins
- Unabridged
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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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Not about algorithms. Not an original book.
- By Landon Rordam on 12-02-14
By: Luke Dormehl
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Out of Our Heads
- You Are Not Your Brain, and Other Lessons from the Biology of Consciousness
- By: Alva Noe
- Narrated by: Jay Snyder
- Length: 6 hrs and 54 mins
- Unabridged
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Alva Noë is one of a new breed - part philosopher, part cognitive scientist, part neuroscientist - who are radically altering the study of consciousness by asking difficult questions and pointing out obvious flaws in the current science. In Out of Our Heads, he restates and reexamines the problem of consciousness, and then proposes a startling solution: Do away with the 200-year-old paradigm that places consciousness within the confines of the brain.
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A bold, yet ultimately unsupported, hypothesis
- By Keith Pyne-Howarth on 01-17-10
By: Alva Noe
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Mind in Motion
- How Action Shapes Thought
- By: Barbara Tversky
- Narrated by: Cassandra Campbell
- Length: 11 hrs and 17 mins
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In Mind in Motion, psychologist Barbara Tversky shows that spatial cognition isn't just a peripheral aspect of thought, but its very foundation, enabling us to draw meaning from our bodies and their actions in the world. Our actions in real space get turned into mental actions on thought, often spouting spontaneously from our bodies as gestures. Spatial thinking underlies creating and using maps, assembling furniture, devising football strategies, designing airports, understanding the flow of people, traffic, water, and ideas.
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Physically difficult to listen to
- By Claire Hay on 11-08-19
By: Barbara Tversky
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Strategic Intuition
- The Creative Spark in Human Achievement
- By: Bill Duggan
- Narrated by: Dennis Holland
- Length: 6 hrs and 46 mins
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How "Aha!" really happens....When do you get your best ideas? You probably answer "At night" or "In the shower" or "Stuck in traffic". You get a flash of insight. Things come together in your mind. You connect the dots. You say to yourself, "Aha! I see what to do." Brain science now reveals how these flashes of insight happen. It's a special form of intuition. We call it strategic intuition, because it gives you an idea for action - a strategy. This new book by William Duggan is the first full treatment of strategic intuition.
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Stratigic Intuition
- By Amazon Customer on 12-17-08
By: Bill Duggan
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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
- By: David Weinberger
- Narrated by: Peter Johnson
- Length: 8 hrs and 2 mins
- Unabridged
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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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Good to know ...
- By John B. Fisher on 01-24-12
By: David Weinberger
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The Ravenous Brain
- How the New Science of Consciousness Explains Our Insatiable Search for Meaning
- By: Daniel Bor
- Narrated by: Walter Dixon
- Length: 11 hrs and 15 mins
- Unabridged
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Consciousness is our gateway to experience: it enables us to recognize Van Gogh’s starry skies, be enraptured by Beethoven’s Fifth, and stand in awe of a snowcapped mountain. Yet consciousness is subjective, personal, and famously difficult to examine: philosophers have for centuries declared this mental entity so mysterious as to be impenetrable to science. In The Ravenous Brain, neuroscientist Daniel Bor departs sharply from this historical view, and proposes a new model for how consciousness works.
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Effectively demystifies consciousness
- By Gary on 11-18-12
By: Daniel Bor
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Noise
- A Flaw in Human Judgment
- By: Daniel Kahneman, Olivier Sibony, Cass R. Sunstein
- Narrated by: Jonathan Todd Ross
- Length: 13 hrs and 28 mins
- Unabridged
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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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Disappointing
- By Z28 on 05-31-21
By: Daniel Kahneman, and others
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Average is Over
- Powering America Beyond the Age of the Great Stagnation
- By: Tyler Cowen
- Narrated by: Andrew Garman
- Length: 8 hrs and 42 mins
- Unabridged
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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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Disappointing analysis of future
- By JKBart on 12-10-13
By: Tyler Cowen
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great intro book marred by poor narration
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In The Molecule of More: How a Single Chemical in Your Brain Drives Love, Sex, and Creativity—and will Determine the Fate of the Human Race, George Washington University professor and psychiatrist Daniel Z. Lieberman, MD, and Georgetown University lecturer Michael E. Long present a potentially life-changing proposal: Much of human life has an unconsidered component that explains an array of behaviors previously thought to be unrelated, including why winners cheat, why geniuses often suffer with mental illness, why nearly all diets fail, and more.
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What listeners say about The Alignment Problem
Average customer ratingsReviews - Please select the tabs below to change the source of reviews.
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- Hila
- 12-11-20
A must read to every data scientist👩🏼💻
This book is most definitely the best creation by Brian Christian. I’m speechless, and listened to the whole book in 6 days. This is a brilliant niche in AI, up to date, and fascinating.
I cannot emphasize in words how much I enjoyed it (perhaps in a word2vec it’s the infinity vector?) And I can’t wait for Brian’s next audiobook.
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- Philip Van Stockum
- 11-15-20
Best overview of the topic I’ve read
This is an excellent overview of the field of machine learning - its history, the problems it faces as it is applied in the real world, and the potential routes for its (and our) future. I’ve read many layperson books on the topic in the past, and I learned a ton from The Alignment Problem. I now have a more complete understanding of the structure of the field and the technical framework it’s built on, as well as the what the technology can and so far cannot do for us. Equally of interest are the questions about human society that the book raises. Can we succeed at aligning AI’s goals with our own if we don’t really understand what our own goals are? Christian describes the current ideas for how this may be possible, as well as the ways in which AI has so far been highlighting moral questions that we didn’t even realize we were confused about.
The amount of research that went into this book is astounding - Christian draws from interviews with the top figures in every aspect of the field. It’s written clearly and succinctly, in a way that should be accessible to any reader, regardless of their prior knowledge of the topic. It’s also narrated by the author in a clear and incisive voice. An overall fantastic experience.
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- Boxy
- 02-15-23
Good history of the problem
The author provides a detailed history of the problem in relation to machine, learning, and human values. It was an interesting read, although dry in some spots was overall worth the read.
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- Vladimir Randy Jeune
- 07-27-24
This book was very enlightening
This book does a great job of telling the history and current limits of AI. It also does a good job of shining a light on or own shortcomings and how we should be careful not to imprint them in our AI. We should be careful but we can learn a lot from each other.
The narration was great and the story was very interesting.
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- Dan Collins
- 10-10-23
Hands Down: the Best AI Book
As a tech professional who has made it a point to listen to a number of these AI books on Audible, I recommend this book. It is truly a must-read.
The quality of the book is solid, the scope is complete and the explanations are approachable. What sets this book apart is that this book talks at length about how the folks that are on the cutting edge of AI are attempting to make machines care about what humans care about. This is the "Alignment Problem".
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2 people found this helpful
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- Amazon Customer
- 12-09-23
Phenomenal
This is extremely good. If you want to understand the real dangers of AI, read this book. Most of the recent work is either overblown or catastrophizing, but the author here takes a nuanced approach that looks at the actual research and problems arising from trying to implement human values in AI.
Every other sentence is thought provoking and spurred wholly new insights for me. I cannot recommend this one enough.
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1 person found this helpful
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- Morten Hansen
- 06-13-23
Excellent and broad introduction
A very good and broad introduction to the various topics and issues surrounding AI and machine learning.
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- Whit B
- 10-24-24
Enthralling
This was such an incredible portrayal of the advancements in machine learning by tying it to the ways humans learn.
The author, in a very relatable way, ties the development of better learning systems to our collective understanding of how humans grow and learn.
Incredibly fascinating all the way through!
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- Jessica Lindquist
- 11-28-20
Relevant and Engaging
This book provides background on critical issues facing our society. It is great to read a book that focuses on educating the audience, sharing ethical concerns and raising thought provoking yet unsolved challenges. Brian is a talented author that has yet again engaged me to learn more about the interaction between humans and machines!
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- Adonay Navarro
- 08-27-22
Excellent for understanding Machine Learning
Excellent book with an accesible wording understandable for non IT people. It helps a lot to understand what it means "machine learning", data collection and items as Artificial Inteligence and the relation with the humans (us). Highly recomended
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