Why Machines Learn
The Elegant Math Behind Modern AI
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Narrated by:
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Rene Ruiz
About this listen
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 AudioListeners also enjoyed...
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Critic reviews
“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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By: Thomas Campbell
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Welcome to the Universe
- An Astrophysical Tour
- By: Michael A. Strauss, J. Richard Gott, Neil deGrasse Tyson
- Narrated by: Michael Butler Murray
- Length: 17 hrs and 53 mins
- Unabridged
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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
- By J.B. on 02-17-17
By: Michael A. Strauss, and others
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Chemistry and Our Universe
- How It All Works
- By: Ron B. Davis, The Great Courses
- Narrated by: Ron B. Davis
- Length: 30 hrs and 6 mins
- Original Recording
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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.
- By Jen on 05-14-19
By: Ron B. Davis, and others
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The Theory of Everything: The Quest to Explain All Reality
- By: Don Lincoln, The Great Courses
- Narrated by: Don Lincoln
- Length: 12 hrs and 21 mins
- Original Recording
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At the end of his career, Albert Einstein was pursuing a dream far more ambitious than the theory of relativity. He was trying to find an equation that explained all physical reality - a theory of everything. Experimental physicist and award-winning educator Dr. Don Lincoln takes you on this exciting journey in The Theory of Everything: The Quest to Explain All Reality. Suitable for the intellectually curious at all levels and assuming no background beyond basic high-school math, these 24 half-hour lectures cover recent developments at the forefront of particle physics and cosmology.
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Audible’s Best Science Offering, A Gem
- By MikeB on 12-08-18
By: Don Lincoln, and others
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Inspired
- How to Create Tech Products Customers Love, Second Edition
- By: Marty Cagan
- Narrated by: Marty Cagan
- Length: 7 hrs and 45 mins
- Unabridged
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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
- By Srikanth Ramanujam on 11-15-18
By: Marty Cagan
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Reentry
- SpaceX, Elon Musk, and the Reusable Rockets That Launched a Second Space Age
- By: Eric Berger
- Narrated by: Rob Shapiro
- Length: 12 hrs and 59 mins
- Unabridged
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From launchpad explosions to a pernicious cricket infestation to the demanding management style of Musk himself, the rise of SpaceX was beset with challenges and far from inevitable. Find out how the startup beat the odds and flew high enough to outpace their rivals... and where they're going next.
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One story after another
- By Darek on 12-30-24
By: Eric Berger
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Your Brain Is a Time Machine
- The Neuroscience and Physics of Time
- By: Dean Buonomano
- Narrated by: Aaron Abano
- Length: 8 hrs and 51 mins
- Unabridged
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In Your Brain Is a Time Machine, brain researcher and best-selling author Dean Buonomano draws on evolutionary biology, physics, and philosophy to present his influential theory of how we tell and perceive time. The human brain, he argues, is a complex system that not only tells time but creates it; it constructs our sense of chronological flow and enables "mental time travel" - simulations of future and past events.
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Great book on an underrated subject
- By Neuron on 05-09-17
By: Dean Buonomano
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The Self-Assembling Brain
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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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Through Two Doors at Once
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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
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AI and Machine Learning for Coders
- A Programmer's Guide to Artificial Intelligence
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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!
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A Brief History of Intelligence
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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
- By Duane Leet on 06-01-24
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Everything Is Predictable
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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.
- By Alessandro Fadini on 06-28-24
By: Tom Chivers
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The Man Who Wasn't There
- Investigations into the Strange New Science of the Self
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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
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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
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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
- By GLYNN A on 08-14-18
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Perfect introduction to machine, learning, and artificial intelligence for any programmer!
- By Luc on 08-11-23
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A Brief History of Intelligence
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Flawed fundamental assumptions, good function rvw
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Superconvergence
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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
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The Edge of Physics
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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!
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Co-Intelligence
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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
- By Amazon Customer on 04-14-24
By: Ethan Mollick
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Artificial Intelligence
- A Guide for Thinking Humans
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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!
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The Singularity Is Nearer
- When We Merge with AI
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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
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By: Ray Kurzweil
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AI Snake Oil
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- By: Arvind Narayanan, Sayash Kapoor
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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
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By: Arvind Narayanan, and others
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Deep Utopia
- Life and Meaning in a Solved World
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- Unabridged
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Performance
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Bostrom’s previous book, Superintelligence: Paths, Dangers, Strategies (OUP, 2014) sparked a global conversation on AI that continues to this day. That book, which became a surprise New York Times bestseller, focused on what might happen if AI development goes wrong. But what if things go right? Suppose we develop superintelligence safely and ethically, and that we make good use of the almost magical powers this technology would unlock.
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I highly recommend Deep Utopia
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Bernoulli's Fallacy
- Statistical Illogic and the Crisis of Modern Science
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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
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Mastering AI
- A Survival Guide to Our Superpowered Future
- By: Jeremy Kahn
- Narrated by: Kyle Tait
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- Unabridged
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Overall
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Performance
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Story
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
- By Richard Heimann on 09-16-24
By: Jeremy Kahn
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Machine Learning for Absolute Beginners
- Python for Data Science, Book 3
- By: Oliver Theobald
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- Length: 3 hrs and 48 mins
- Unabridged
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Performance
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Story
Machine Learning for Absolute Beginners Third Edition has been written and designed for absolute beginners. This means plain-English explanations and no coding experience required.
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Text read does not match the book
- By Kay on 01-05-23
By: Oliver Theobald
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Mathematica
- A Secret World of Intuition and Curiosity
- By: David Bessis, Kevin Frey - translator
- Narrated by: Mike Lenz
- Length: 9 hrs and 12 mins
- Unabridged
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Math has a reputation for being inaccessible. People think that it requires a special gift or that comprehension is a matter of genes. Yet, the greatest mathematicians throughout history, from Rene Descartes to Alexander Grothendieck, have insisted that this is not the case.
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Great General Creativity Guide (w' math as a lens)
- By V. Bandy on 07-19-24
By: David Bessis, and others
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Do No Harm: The People Who Amputate Their Perfectly Healthy Limbs, and the Doctors Who Help Them
- By: Anil Ananthaswamy
- Narrated by: Anna Pickard
- Length: 49 mins
- Unabridged
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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.
- By MomToAGenius on 12-05-23
What listeners say about Why Machines Learn
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- 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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- 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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2 people found this helpful