
Why Machines Learn
The Elegant Math Behind Modern AI
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Narrado por:
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Rene Ruiz
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A rich, narrative explanation of the mathematics that has brought us machine learning and the ongoing explosion of artificial intelligence
Machine learning systems are making life-altering decisions for us: approving mortgage loans, determining whether a tumor is cancerous, or deciding whether someone gets bail. They now influence developments and discoveries in chemistry, biology, and physics—the study of genomes, extra-solar planets, even the intricacies of quantum systems. And all this before large language models such as ChatGPT came on the scene.
We are living through a revolution in machine learning-powered AI that shows no signs of slowing down. This technology is based on relatively simple mathematical ideas, some of which go back centuries, including linear algebra and calculus, the stuff of seventeenth and eighteenth-century mathematics. It took the birth and advancement of computer science and the kindling of 1990s computer chips designed for video games to ignite the explosion of AI that we see today. In this enlightening book, Anil Ananthaswamy explains the fundamental math behind machine learning, while suggesting intriguing links between artificial and natural intelligence. Might the same math underpin them both?
As Ananthaswamy resonantly concludes, to make safe and effective use of artificial intelligence, we need to understand its profound capabilities and limitations, the clues to which lie in the math that makes machine learning possible.
*This audiobook contains a PDF of equations, graphs, and illustrations.
PLEASE NOTE: When you purchase this title, the accompanying PDF will be available in your Audible Library along with the audio.
©2024 Anil Ananthaswamy (P)2024 Penguin AudioLos oyentes también disfrutaron...
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Reseñas de la Crítica
“An inspiring introduction to the mathematics of AI.”—Arthur I. Miller, author of The Artist in the Machine: The World of AI-Powered Creativity
“Some books about the development of neural networks describe the underlying mathematics while others describe the social history. This book presents the mathematics in the context of the social history. It is a masterpiece. The author is very good at explaining the mathematics in a way that makes it available to people with only a rudimentary knowledge of the field, but he is also a very good writer who brings the social history to life.”—Geoffrey Hinton, deep learning pioneer, Turing Award winner, former VP at Google, and Professor Emeritus at University of Toronto
“After just a few minutes of reading Why Machines Learn, you’ll feel your own synaptic weights getting updated. By the end you will have achieved your own version of deep learning—with deep pleasure and insight along the way.”—Steven Strogatz, New York Times bestselling author of Infinite Powers and professor of mathematics at Cornell University
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We are in the midst of a global mental health crisis, and mental illnesses are on the rise. But what causes mental illness? And why are mental health problems so hard to treat? Drawing on decades of research, Harvard psychiatrist Dr. Chris Palmer outlines a revolutionary new understanding that for the first time unites our existing knowledge about mental illness within a single framework: mental disorders are metabolic disorders of the brain. Brain Energy will transform the field of mental health, and the lives of countless people around the world.
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Arguing brain health theory to medical profession
- De Maya H Saric en 03-10-23
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Chemistry and Our Universe
- How It All Works
- De: Ron B. Davis, The Great Courses
- Narrado por: Ron B. Davis
- Duración: 30 h y 6 m
- Grabación Original
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Chemistry and Our Universe: How It All Works is your in-depth introduction to this vital field, taught through 60 engaging half-hour lectures that are suitable for any background or none at all. Covering a year’s worth of introductory general chemistry at the college level, plus intriguing topics that are rarely discussed in the classroom, this amazingly comprehensive course requires nothing more advanced than high-school math. Your guide is Professor Ron B. Davis, Jr., a research chemist and award-winning teacher at Georgetown University.
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Great Professor, Hard to Follow.
- De Jen en 05-14-19
De: Ron B. Davis, y otros
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Letters from an Astrophysicist
- De: Neil deGrasse Tyson
- Narrado por: Neil deGrasse Tyson, Vikas Adam, Piper Goodeve, y otros
- Duración: 5 h y 35 m
- Versión completa
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Astrophysicist Neil deGrasse Tyson has attracted one of the world’s largest online followings with his fascinating, widely accessible insights into science and our universe. Now, Tyson invites us to go behind the scenes of his public fame by unveiling his candid correspondence with people across the globe who have sought him out in search of answers. In this hand-picked collection of 100 letters, Tyson draws upon cosmic perspectives to address a vast array of questions about science, faith, philosophy, life, and of course, Pluto.
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Dear Neil...
- De Tina G. en 10-14-19
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My Big TOE: Discovery
- Book Two of a Trilogy Unifying Philosophy, Physics, and Metaphysics
- De: Thomas Campbell
- Narrado por: Thomas Campbell
- Duración: 15 h y 25 m
- Versión completa
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Section 3 develops the interface and interaction between we the people and our digital consciousness reality. It derives and explains the characteristics, origins, dynamics, and function of ego, love, and free will. It derives our larger purpose. Finally, Section 3 develops the psi uncertainty principle as it explains and interrelates psi phenomena, free will, love, consciousness evolution, reality, human purpose, entropy and physics.
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A guidebook to a bigger reality & realization
- De Diana en 11-27-13
De: Thomas Campbell
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Inspired
- How to Create Tech Products Customers Love, Second Edition
- De: Marty Cagan
- Narrado por: Marty Cagan
- Duración: 7 h y 45 m
- Versión completa
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How do today's most successful tech companies - Amazon, Google, Facebook, Netflix, Tesla - design, develop, and deploy the products that have earned the love of literally billions of people around the world? Perhaps surprisingly, they do it very differently from the vast majority of tech companies. In Inspired, technology product management thought leader Marty Cagan provides listeners with a master class in how to structure and staff a vibrant and successful product organization and how to discover and deliver technology products that your customers will love.
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Great book, terrible audio wanted to ask a refund
- De Srikanth Ramanujam en 11-15-18
De: Marty Cagan
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Welcome to the Universe
- An Astrophysical Tour
- De: Michael A. Strauss, J. Richard Gott, Neil deGrasse Tyson
- Narrado por: Michael Butler Murray
- Duración: 17 h y 53 m
- Versión completa
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Welcome to the Universe is a personal guided tour of the cosmos by three of today's leading astrophysicists. Inspired by the enormously popular introductory astronomy course that Neil deGrasse Tyson, Michael A. Strauss, and J. Richard Gott taught together at Princeton, this book covers it all - from planets, stars, and galaxies to black holes, wormholes, and time travel.
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All About What We Know About the Universe - ALL
- De J.B. en 02-17-17
De: Michael A. Strauss, y otros
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The Structure of Scientific Revolutions
- De: Thomas S. Kuhn
- Narrado por: Dennis Holland
- Duración: 10 h y 14 m
- Versión completa
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A good book may have the power to change the way we see the world, but a great book actually becomes part of our daily consciousness, pervading our thinking to the point that we take it for granted, and we forget how provocative and challenging its ideas once were - and still are. The Structure of Scientific Revolutions is that kind of book.
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The problem is not with the book
- De Marcus en 08-09-09
De: Thomas S. Kuhn
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A Crack in Creation
- Gene Editing and the Unthinkable Power to Control Evolution
- De: Jennifer A. Doudna, Samuel H. Sternberg
- Narrado por: Erin Bennett
- Duración: 9 h y 22 m
- Versión completa
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Not since the atomic bomb has a technology so alarmed its inventors that they warned the world about its use. Not, that is, until the spring of 2015, when biologist Jennifer Doudna called for a worldwide moratorium on the use of the new gene-editing tool CRISPR - a revolutionary new technology that she helped create - to make heritable changes in human embryos.
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In to the abyss we ascend, a scary future
- De Philomath en 06-17-17
De: Jennifer A. Doudna, y otros
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Everything Is Predictable
- How Bayesian Statistics Explain Our World
- De: Tom Chivers
- Narrado por: Tom Chivers
- Duración: 8 h y 7 m
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Historia
At its simplest, Bayes’s theorem describes the probability of an event, based on prior knowledge of conditions that might be related to the event. But in Everything Is Predictable, Tom Chivers lays out how it affects every aspect of our lives. He explains why highly accurate screening tests can lead to false positives and how a failure to account for it in court has put innocent people in jail. A cornerstone of rational thought, many argue that Bayes’s theorem is a description of almost everything. But who was the man who lent his name to this theorem?
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I was looking forward to this. What a disappointment.
- De Alessandro Fadini en 06-28-24
De: Tom Chivers
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The Man Who Wasn't There
- Investigations into the Strange New Science of the Self
- De: Anil Ananthaswamy
- Narrado por: Rene Ruiz
- Duración: 9 h y 28 m
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In the tradition of Oliver Sacks, a tour of the latest neuroscience of schizophrenia, autism, Alzheimer’s disease, ecstatic epilepsy, Cotard’s syndrome, out-of-body experiences, and other disorders - revealing the awesome power of the human sense of self from a master of science journalism. Anil Ananthaswamy’s extensive in-depth interviews venture into the lives of individuals who offer perspectives that will change how you think about who you are.
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One of the best books I've ever listened to about how the mind may work
- De mark martin en 08-08-15
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Through Two Doors at Once
- The Elegant Experiment That Captures the Enigma of Our Quantum Reality
- De: Anil Ananthaswamy
- Narrado por: René Ruiz
- Duración: 7 h y 36 m
- Versión completa
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Historia
The intellectual adventure story of the "double-slit" experiment, showing how a sunbeam split into two paths first challenged our understanding of light and then the nature of reality itself - and continues to almost 200 years later. Through Two Doors at Once celebrates the elegant simplicity of an iconic experiment and its profound reach. With his extraordinarily gifted eloquence, Anil Ananthaswamy travels around the world, through history and down to the smallest scales of physical reality we have yet fathomed. It is the most fantastic voyage you can take.
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Excellent exposition of the conundrum
- De GLYNN A en 08-14-18
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The Self-Assembling Brain
- How Neural Networks Grow Smarter
- De: Peter Robin Hiesinger
- Narrado por: Joel Richards
- Duración: 12 h y 22 m
- Versión completa
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How does a neural network become a brain? While neurobiologists investigate how nature accomplishes this feat, computer scientists interested in AI strive to achieve this through technology. The Self-Assembling Brain tells the stories of both fields, exploring the historical and modern approaches taken by the scientists pursuing answers to the quandary: What information is necessary to make an intelligent neural network? As Peter Robin Hiesinger argues, "the information problem" underlies both fields.
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Not sure what to think
- De Andrew T. Doren en 01-05-25
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AI and Machine Learning for Coders
- A Programmer's Guide to Artificial Intelligence
- De: Laurence Moroney
- Narrado por: Timothy Howard Jackson
- Duración: 9 h y 17 m
- Versión completa
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General
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Historia
If you're looking to make a career move from programmer to AI specialist, this is the ideal place to start. Based on Laurence Moroney's extremely successful AI courses, this introductory book provides a hands-on, code-first approach to help you build confidence while you learn key topics.
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Perfect introduction to machine, learning, and artificial intelligence for any programmer!
- De Luc en 08-11-23
De: Laurence Moroney
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The Edge of Physics
- A Journey to Earth's Extremes to Unlock the Secrets of the Universe
- De: Anil Ananthaswamy
- Narrado por: L. J. Ganser
- Duración: 12 h y 6 m
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General
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Historia
In this deeply original book, science writer Anil Ananthaswamy sets out in search of the telescopes and detectors that promise to answer the biggest questions in modern cosmology. Why is the universe expanding at an ever faster rate? What is the nature of the "dark matter" that makes up almost a quarter of the universe? Why does the universe appear fine-tuned for life? Are there others besides our own?
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Physics ain't for wussies!
- De Amazon Customer en 06-05-10
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Everything Is Predictable
- How Bayesian Statistics Explain Our World
- De: Tom Chivers
- Narrado por: Tom Chivers
- Duración: 8 h y 7 m
- Versión completa
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General
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Narración:
-
Historia
At its simplest, Bayes’s theorem describes the probability of an event, based on prior knowledge of conditions that might be related to the event. But in Everything Is Predictable, Tom Chivers lays out how it affects every aspect of our lives. He explains why highly accurate screening tests can lead to false positives and how a failure to account for it in court has put innocent people in jail. A cornerstone of rational thought, many argue that Bayes’s theorem is a description of almost everything. But who was the man who lent his name to this theorem?
-
-
I was looking forward to this. What a disappointment.
- De Alessandro Fadini en 06-28-24
De: Tom Chivers
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The Man Who Wasn't There
- Investigations into the Strange New Science of the Self
- De: Anil Ananthaswamy
- Narrado por: Rene Ruiz
- Duración: 9 h y 28 m
- Versión completa
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General
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Narración:
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Historia
In the tradition of Oliver Sacks, a tour of the latest neuroscience of schizophrenia, autism, Alzheimer’s disease, ecstatic epilepsy, Cotard’s syndrome, out-of-body experiences, and other disorders - revealing the awesome power of the human sense of self from a master of science journalism. Anil Ananthaswamy’s extensive in-depth interviews venture into the lives of individuals who offer perspectives that will change how you think about who you are.
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-
One of the best books I've ever listened to about how the mind may work
- De mark martin en 08-08-15
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Through Two Doors at Once
- The Elegant Experiment That Captures the Enigma of Our Quantum Reality
- De: Anil Ananthaswamy
- Narrado por: René Ruiz
- Duración: 7 h y 36 m
- Versión completa
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General
-
Narración:
-
Historia
The intellectual adventure story of the "double-slit" experiment, showing how a sunbeam split into two paths first challenged our understanding of light and then the nature of reality itself - and continues to almost 200 years later. Through Two Doors at Once celebrates the elegant simplicity of an iconic experiment and its profound reach. With his extraordinarily gifted eloquence, Anil Ananthaswamy travels around the world, through history and down to the smallest scales of physical reality we have yet fathomed. It is the most fantastic voyage you can take.
-
-
Excellent exposition of the conundrum
- De GLYNN A en 08-14-18
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The Self-Assembling Brain
- How Neural Networks Grow Smarter
- De: Peter Robin Hiesinger
- Narrado por: Joel Richards
- Duración: 12 h y 22 m
- Versión completa
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General
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Narración:
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Historia
How does a neural network become a brain? While neurobiologists investigate how nature accomplishes this feat, computer scientists interested in AI strive to achieve this through technology. The Self-Assembling Brain tells the stories of both fields, exploring the historical and modern approaches taken by the scientists pursuing answers to the quandary: What information is necessary to make an intelligent neural network? As Peter Robin Hiesinger argues, "the information problem" underlies both fields.
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Not sure what to think
- De Andrew T. Doren en 01-05-25
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AI and Machine Learning for Coders
- A Programmer's Guide to Artificial Intelligence
- De: Laurence Moroney
- Narrado por: Timothy Howard Jackson
- Duración: 9 h y 17 m
- Versión completa
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General
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Historia
If you're looking to make a career move from programmer to AI specialist, this is the ideal place to start. Based on Laurence Moroney's extremely successful AI courses, this introductory book provides a hands-on, code-first approach to help you build confidence while you learn key topics.
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Perfect introduction to machine, learning, and artificial intelligence for any programmer!
- De Luc en 08-11-23
De: Laurence Moroney
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The Edge of Physics
- A Journey to Earth's Extremes to Unlock the Secrets of the Universe
- De: Anil Ananthaswamy
- Narrado por: L. J. Ganser
- Duración: 12 h y 6 m
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In this deeply original book, science writer Anil Ananthaswamy sets out in search of the telescopes and detectors that promise to answer the biggest questions in modern cosmology. Why is the universe expanding at an ever faster rate? What is the nature of the "dark matter" that makes up almost a quarter of the universe? Why does the universe appear fine-tuned for life? Are there others besides our own?
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Physics ain't for wussies!
- De Amazon Customer en 06-05-10
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A Brief History of Intelligence
- Evolution, AI, and the Five Breakthroughs That Made Our Brains
- De: Max S. Bennett
- Narrado por: George Newbern
- Duración: 12 h y 17 m
- Versión completa
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Equal parts Sapiens, Behave, and Superintelligence, but wholly original in scope, A Brief History of Intelligence offers a paradigm shift for how we understand neuroscience and AI. Artificial intelligence entrepreneur Max Bennett chronicles the five “breakthroughs” in the evolution of human intelligence and reveals what brains of the past can tell us about the AI of tomorrow.
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Flawed fundamental assumptions, good function rvw
- De Duane Leet en 06-01-24
De: Max S. Bennett
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Superconvergence
- How the Genetics, Biotech, and AI Revolutions Will Transform our Lives, Work, and World
- De: Jamie Metzl
- Narrado por: James Anderson Foster, Jamie Metzl
- Duración: 15 h y 44 m
- Versión completa
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Leading futurist and OneShared.World founder Jamie Metzl explores how genome sequencing, gene editing, artificial intelligence, and other technologies are not only changing our lives, but catalyzing each other in radical and accelerating ways. These technologies have the potential to improve our health, feed billions of people, supercharge our economies, and store essential information for millions of years, but can also—if we are not careful—do immeasurable harm.
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Great Book Somewhat Spoiled by Self-Promotion
- De Jack E. Koepke en 06-22-24
De: Jamie Metzl
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The Alignment Problem
- Machine Learning and Human Values
- De: Brian Christian
- Narrado por: Brian Christian
- Duración: 13 h y 33 m
- Versión completa
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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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Required reading for any AI course
- De ehan ferguson en 11-16-20
De: Brian Christian
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Co-Intelligence
- Living and Working with AI
- De: Ethan Mollick
- Narrado por: Ethan Mollick
- Duración: 4 h y 39 m
- Versión completa
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Something new entered our world in November 2022—the first general purpose AI that could pass for a human and do the kinds of creative, innovative work that only humans could do previously. Wharton professor Ethan Mollick immediately understood what ChatGPT meant: after millions of years on our own, humans had developed a kind of co-intelligence that could augment, or even replace, human thinking. Through his writing, speaking, and teaching, Mollick has become one of the most prominent and provocative explainers of AI.
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great intro book marred by poor narration
- De Amazon Customer en 04-14-24
De: Ethan Mollick
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Artificial Intelligence
- A Guide for Thinking Humans
- De: Melanie Mitchell
- Narrado por: Abby Craden, Melanie Mitchell, Tony Wolf
- Duración: 9 h y 33 m
- Versión completa
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In Artificial Intelligence, Mitchell turns to the most urgent questions concerning AI today: How intelligent - really - are the best AI programs? How do they work? What can they actually do, and when do they fail? How humanlike do we expect them to become, and how soon do we need to worry about them surpassing us? Along the way, she introduces the dominant methods of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought that led to recent achievements.
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Start understanding AI right here!
- De Chad M. en 01-26-20
De: Melanie Mitchell
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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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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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Basic level information nothing new here
- De Al en 10-09-24
De: Sayash Kapoor, y otros
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The Singularity Is Nearer
- When We Merge with AI
- De: Ray Kurzweil
- Narrado por: Adam Barr
- Duración: 10 h y 25 m
- Versión completa
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Since it was first published in 2005, Ray Kurzweil's The Singularity Is Near and its vision of the future have been influential in spawning a worldwide movement with millions of followers, hundreds of books, major films, and thousands of articles. During the succeeding decade, many of Kurzweil's predictions about technological advancements have been borne out, and their viability has become familiar to the public through such now commonplace concepts. In this entirely new book Ray Kurzweil brings a fresh perspective to advances in the singularity.
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victory lap
- De Anonymous User en 06-30-24
De: Ray Kurzweil
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Do No Harm: The People Who Amputate Their Perfectly Healthy Limbs, and the Doctors Who Help Them
- De: Anil Ananthaswamy
- Narrado por: Anna Pickard
- Duración: 49 m
- Versión completa
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All his life, David has been afflicted by a strange and uncomfortable feeling: that his leg belongs to somebody else. It's left him angst-ridden, depressed and confused - and after years of torment, the only way he can think to is to get rid of it completely. In this disturbing, award-winning investigation from the science and technology publisher MATTER, acclaimed writer Anil Ananthaswamy delves accompanies one man as he travels the world to get the illicit surgery he craves.
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Very interesting.
- De MomToAGenius en 12-05-23
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Bernoulli's Fallacy
- Statistical Illogic and the Crisis of Modern Science
- De: Aubrey Clayton
- Narrado por: Tim H. Dixon
- Duración: 15 h y 14 m
- Versión completa
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Aubrey Clayton traces the history of how statistics went astray, beginning with the groundbreaking work of the 17th-century mathematician Jacob Bernoulli and winding through gambling, astronomy, and genetics. Clayton recounts the feuds among rival schools of statistics, exploring the surprisingly human problems that gave rise to the discipline and the all-too-human shortcomings that derailed it.
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Rigorously Bayesian
- De Anonymous User en 01-25-22
De: Aubrey Clayton
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Deep Learning
- MIT Press Essential Knowledge Series
- De: John D. Kelleher
- Narrado por: Joel Richards
- Duración: 5 h y 49 m
- Versión completa
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In this volume in the MIT Press Essential Knowledge series, computer scientist John Kelleher offers an accessible and concise but comprehensive introduction to the fundamental technology at the heart of the artificial intelligence revolution. Kelleher explains some of the basic concepts in deep learning, presents a history of advances in the field, and discusses the current state of the art.
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Yikes
- De Elliot Blanford en 10-27-19
De: John D. Kelleher
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Mastering AI
- A Survival Guide to Our Superpowered Future
- De: Jeremy Kahn
- Narrado por: Kyle Tait
- Duración: 10 h y 29 m
- Versión completa
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Historia
Within the next five years, Jeremy Kahn predicts, AI will disrupt almost every industry and enterprise, with vastly increased efficiency and productivity. It will restructure the workforce, making AI copilots a must for every knowledge worker. It will compel us to reimagine how we make art, compose music, and write and publish books. The potential of generative AI to extend our skills, talents, and creativity as humans is undeniably exciting and promising. But while this new technology has a bright future, it also casts a dark and fearful shadow.
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Worth the read
- De Richard Heimann en 09-16-24
De: Jeremy Kahn
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The Impossible Man
- Roger Penrose and the Cost of Genius
- De: Patchen Barss
- Narrado por: Jonathan Beville
- Duración: 11 h y 33 m
- Versión completa
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When he was six years old, Roger Penrose discovered a sundial in a clearing near his house. Through that machine made of light, shadow, and time, Roger glimpsed a “world behind the world” of transcendently beautiful geometry. It spurred him on a journey to become one of the world’s most influential mathematicians, philosophers, and physicists. Penrose would prove the limitations of general relativity, set a new agenda for theoretical physics, and astound colleagues and admirers with the elegance and beauty of his discoveries.
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Flawed
- De Michael en 01-12-25
De: Patchen Barss
Lo que los oyentes dicen sobre Why Machines Learn
Calificaciones medias de los clientesReseñas - Selecciona las pestañas a continuación para cambiar el origen de las reseñas.
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- Mike Becich
- 02-16-25
Great history, hard to digest via audiobook
A lot of cool moments in the past century have led to AI’s current state, and this book does a great job capturing those moments with a glimpse into the math behind the breakthroughs. However, if you’ve taken ML/AI courses, you have already encountered a majority of the content in a more applied manner than the high-level proofs included here. An interesting read undoubtedly, but not the groundbreaking guide you might be looking for to understand & reverse-engineer why machines learn for your own career.
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- Jane Doe
- 01-17-25
Great book
Very in-depth. Following the pdf is a must if you want to understand the math, but not if you want the general ideas and the stories behind them.
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Historia
- Sameer D.
- 11-07-24
A great listen, but a physical book is pre appropriate
I enjoyed all the technical details and history. When the times came to look at a pdf, I wish I also had the physical copy.
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Ejecución
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Historia
- James F Ludke
- 12-25-24
Lack of understanding
Not very clear as a beginner! What is the importance to each sequence. Why would I want to know the importance!
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- Steve
- 11-04-24
Totally inappropriate for audio
This is a technical book with many equations and graphs. It should never have been converted to audio. It may very well be a fine book to read but it is not suited for listening unless you want to sit in front of a computer and look at the associated pdf file while listening - not for me. Wish I could return.
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esto le resultó útil a 4 personas