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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.
Reseñas de la Crítica
“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
“If you were looking for a way to make sense of the AI revolution that is well underway, look no further. With this comprehensive yet engaging book, Anil Ananthaswamy puts it all into context, from the origin of the idea and its governing equations to its potential to transform medicine, quantum physics—and virtually every aspect of our life. An essential read for understanding both the possibilities and limitations of artificial intelligence.”—Sabine Hossenfelder, physicist and New York Times bestselling author of Existential Physics: A Scientist's Guide to Life's Biggest Questions
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Historia
In the wake of World War II, with America ascendant and the Soviet Union devastated by the conflict, the Space Race should have been over before it started. But the underdog Soviets scored a series of victories—starting with the 1957 launch of Sputnik and continuing in the years following--that seemed to achieve the impossible. It was proof, it seemed, that the USSR had manpower and collective will that went beyond America's material advantages. They had asserted themselves as a world power. But in The Wrong Stuff, John Strausbaugh tells a different story.
De: John Strausbaugh
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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: 11 h y 30 m
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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.
De: Jamie Metzl
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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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Brave New Words
- How AI Will Revolutionize Education (and Why That's a Good Thing)
- De: Salman Khan
- Narrado por: Salman Khan
- Duración: 6 h y 37 m
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Whether we like it or not, the AI revolution is coming to education. In Brave New Words, Salman Khan, the visionary behind Khan Academy, explores how artificial intelligence and GPT technology will transform learning, and offers a road map for teachers, parents, and students to navigate this exciting (and sometimes intimidating) new world. A pioneer in the field of education technology, Khan examines the ins and outs of these cutting-edge tools and how they will revolutionize the way we learn and teach.
De: Salman Khan
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Supremacy
- AI, ChatGPT, and the Race that Will Change the World
- De: Parmy Olson
- Duración: 9 h y 15 m
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In November of 2022, a webpage was posted online with a simple text box. It was ChatGPT, and was unlike any app people had used before. It was more human than a customer service agent, more convenient than a Google search. Behind the scenes, battles for control and prestige between the world’s two leading AI firms, OpenAI and DeepMind, who now steers Google's AI efforts, has remained elusive—until now.
De: Parmy Olson
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AI at the Edge
- Solving Real-World Problems with Embedded Machine Learning
- De: Daniel Situnayake, Jenny Plunkett
- Narrado por: Suzie Althens
- Duración: 17 h y 17 m
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Edge AI is transforming the way computers interact with the real world, allowing IoT devices to make decisions using the 99% of sensor data that was previously discarded due to cost, bandwidth, or power limitations. With techniques like embedded machine learning, developers can capture human intuition and deploy it to any target—from ultra-low power microcontrollers to embedded Linux devices.
De: Daniel Situnayake, y otros
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The Wrong Stuff
- How the Soviet Space Program Crashed and Burned
- De: John Strausbaugh
- Narrado por: LJ Ganser
- Duración: 8 h y 36 m
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In the wake of World War II, with America ascendant and the Soviet Union devastated by the conflict, the Space Race should have been over before it started. But the underdog Soviets scored a series of victories—starting with the 1957 launch of Sputnik and continuing in the years following--that seemed to achieve the impossible. It was proof, it seemed, that the USSR had manpower and collective will that went beyond America's material advantages. They had asserted themselves as a world power. But in The Wrong Stuff, John Strausbaugh tells a different story.
De: John Strausbaugh
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Code Dependent
- Living in the Shadow of AI
- De: Madhumita Murgia
- Narrado por: Madhumita Murgia
- Duración: 9 h y 25 m
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On the surface, a British poet, an UberEats courier in Pittsburgh, an Indian doctor, and a Chinese activist in exile have nothing in common. But they are in fact linked by a profound common experience—unexpected encounters with artificial intelligence. In Code Dependent, Murgia shows how automated systems are reshaping our lives all over the world, from technology that marks children as future criminals, to an app that is helping to give diagnoses to a remote tribal community.
De: Madhumita Murgia
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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
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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
- De GLYNN A en 08-14-18
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The Miracle Century
- Making Sense of the Cell Therapy Revolution
- De: Scott Gottlieb
- Narrado por: Fred Sanders
- Duración: 12 h
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While traditional drugs mostly help us manage the effects of disease, cell therapies promise genuine cures for a broad range of intractable ailments, from Alzheimer’s to heart damage to cancer. They could even reverse the effects of aging. For the first time in history, on an unprecedented scale, we possess the power to modify the biology that gives rise to disease, ultimately restoring individuals to a state of normalcy and reversing debilitating ailments. Former FDA Commissioner Scott Gottlieb traces the scientific achievements that propelled progress in cell therapies.
De: Scott Gottlieb
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The Secret Life of Data
- Navigating Hype and Uncertainty in the Age of Algorithmic Surveillance
- De: Aram Sinnreich, Jesse Gilbert
- Narrado por: Jonathan Todd Ross
- Duración: 11 h y 4 m
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How data surveillance, digital forensics, and generative AI pose new long-term threats and opportunities—and how we can use them to make better decisions in the face of technological uncertainty.
De: Aram Sinnreich, y otros
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Challenger
- A True Story of Heroism and Disaster on the Edge of Space
- De: Adam Higginbotham
- Narrado por: Jacques Roy
- Duración: 16 h y 54 m
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On January 28, 1986, just seventy-three seconds into flight, the space shuttle Challenger broke apart over the Atlantic Ocean, killing all seven people on board. Millions of Americans witnessed the tragic deaths of the crew, which included New Hampshire schoolteacher Christa McAuliffe. Like the assassination of JFK, the Challenger disaster is a defining moment in twentieth-century history—one that forever changed the way America thought of itself and its optimistic view of the future. Yet the full story of what happened, and why, has never been told.
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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
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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!
- De Luc en 08-11-23
De: Laurence Moroney
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The Atomic Human
- What Makes Us Unique in the Age of AI
- De: Neil D. Lawrence
- Narrado por: Neil D. Lawrence
- Duración: 15 h
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The greatest fear of AI is not that it rules out digital lives but that it displaces human intelligence entirely. If artificial intelligence takes over decision-making what, then, is unique and irreplaceable about human intelligence? The Atomic Human is a journey of discovery to the core of what it is to be human, in search of the qualities that cannot be replaced by the machine.
De: Neil D. Lawrence
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Machine Learning for Absolute Beginners
- Python for Data Science, Book 3
- De: Oliver Theobald
- Narrado por: Scott Morgan
- Duración: 3 h y 48 m
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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
- De Kay en 01-05-23
De: Oliver Theobald
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The Trolls of Wall Street
- How the Outcasts and Insurgents Are Hacking the Markets
- De: Nathaniel Popper
- Narrado por: Robert Fass
- Duración: 10 h y 37 m
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The dramatic story of an improbable gang of self-proclaimed “degenerates” who made WallStreetBets into a cultural movement that moved from the fringes of the internet to the center of Wall Street, upending the global financial markets and changing how an entire generation thinks about money, investing, and themselves.
De: Nathaniel Popper
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Generative AI for Leaders
- De: Amir Husain
- Narrado por: Max Newland
- Duración: 3 h y 28 m
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Generative AI is our future, and with this action-filled guidebook, you can lift your organization to the next level.
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Way too much focus on regulation and responsibility.
- De Benjamin Berman en 03-28-24
De: Amir Husain
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Nexus
- A Brief History of Information Networks from the Stone Age to AI
- De: Yuval Noah Harari
- Duración: 14 h
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For the last 100,000 years, we Sapiens have accumulated enormous power. But despite all our discoveries, inventions, and conquests, we now find ourselves in an existential crisis. The world is on the verge of ecological collapse. Misinformation abounds. And we are rushing headlong into the age of AI—a new information network that threatens to annihilate us. For all that we have accomplished, why are we so self-destructive? Nexus looks through the long lens of human history to consider how the flow of information has shaped us, and our world.
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A Brief History of Artificial Intelligence
- What It Is, Where We Are, and Where We Are Going
- De: Michael Wooldridge
- Narrado por: Glen McCready
- Duración: 8 h y 8 m
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From Oxford's leading AI researcher comes a fun and accessible tour through the history and future of one of the most cutting edge and misunderstood field in science: artificial intelligence.
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very basic.
- De Michael Peintinger en 11-11-21