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Why Machines Learn
- The Elegant Math Behind Modern AI
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- Length: 11 hrs
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Publisher's summary
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.
Critic reviews
“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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Overall
-
Performance
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Story
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.
By: Jamie Metzl
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Code Dependent
- Living in the Shadow of AI
- By: Madhumita Murgia
- Narrated by: Madhumita Murgia
- Length: 9 hrs and 25 mins
- Unabridged
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Overall
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Performance
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Story
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.
By: Madhumita Murgia
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Through Two Doors at Once
- The Elegant Experiment That Captures the Enigma of Our Quantum Reality
- By: Anil Ananthaswamy
- Narrated by: René Ruiz
- Length: 7 hrs and 36 mins
- Unabridged
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Overall
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Performance
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Story
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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AI at the Edge
- Solving Real-World Problems with Embedded Machine Learning
- By: Daniel Situnayake, Jenny Plunkett
- Narrated by: Suzie Althens
- Length: 17 hrs and 17 mins
- Unabridged
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Overall
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Performance
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Story
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.
By: Daniel Situnayake, and others
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Generative AI for Leaders
- By: Amir Husain
- Narrated by: Max Newland
- Length: 3 hrs and 28 mins
- Unabridged
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Overall
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Performance
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Story
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.
- By Benjamin Berman on 03-28-24
By: Amir Husain
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The Man Who Wasn't There
- Investigations into the Strange New Science of the Self
- By: Anil Ananthaswamy
- Narrated by: Rene Ruiz
- Length: 9 hrs and 28 mins
- Unabridged
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Overall
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Performance
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Story
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
- By mark martin on 08-08-15
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Superconvergence
- How the Genetics, Biotech, and AI Revolutions Will Transform our Lives, Work, and World
- By: Jamie Metzl
- Narrated by: James Anderson Foster, Jamie Metzl
- Length: 15 hrs and 44 mins
- Unabridged
-
Overall
-
Performance
-
Story
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.
By: Jamie Metzl
-
Code Dependent
- Living in the Shadow of AI
- By: Madhumita Murgia
- Narrated by: Madhumita Murgia
- Length: 9 hrs and 25 mins
- Unabridged
-
Overall
-
Performance
-
Story
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.
By: Madhumita Murgia
-
Through Two Doors at Once
- The Elegant Experiment That Captures the Enigma of Our Quantum Reality
- By: Anil Ananthaswamy
- Narrated by: René Ruiz
- Length: 7 hrs and 36 mins
- Unabridged
-
Overall
-
Performance
-
Story
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
- By GLYNN A on 08-14-18
-
AI at the Edge
- Solving Real-World Problems with Embedded Machine Learning
- By: Daniel Situnayake, Jenny Plunkett
- Narrated by: Suzie Althens
- Length: 17 hrs and 17 mins
- Unabridged
-
Overall
-
Performance
-
Story
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.
By: Daniel Situnayake, and others
-
Generative AI for Leaders
- By: Amir Husain
- Narrated by: Max Newland
- Length: 3 hrs and 28 mins
- Unabridged
-
Overall
-
Performance
-
Story
Generative AI is our future, and with this action-filled guidebook, you can lift your organization to the next level.
-
-
Way too much focus on regulation and responsibility.
- By Benjamin Berman on 03-28-24
By: Amir Husain
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The Edge of Physics
- A Journey to Earth's Extremes to Unlock the Secrets of the Universe
- By: Anil Ananthaswamy
- Narrated by: L. J. Ganser
- Length: 12 hrs and 6 mins
- Unabridged
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Overall
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Performance
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Story
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!
- By Amazon Customer on 06-05-10
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Supremacy
- AI, ChatGPT, and the Race that Will Change the World
- By: Parmy Olson
- Length: 9 hrs and 15 mins
- Unabridged
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Overall
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Performance
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Story
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.
By: Parmy Olson
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The Secret Life of Data
- Navigating Hype and Uncertainty in the Age of Algorithmic Surveillance
- By: Aram Sinnreich, Jesse Gilbert
- Narrated by: Jonathan Todd Ross
- Length: 11 hrs and 4 mins
- Unabridged
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Overall
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Performance
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Story
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.
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Tackles Daunting Subject with Aplomb and Elan
- By Phil Dejean on 05-23-24
By: Aram Sinnreich, and others
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The Wrong Stuff
- How the Soviet Space Program Crashed and Burned
- By: John Strausbaugh
- Narrated by: LJ Ganser
- Length: 8 hrs and 36 mins
- Unabridged
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Overall
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Performance
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Story
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.
By: John Strausbaugh
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Math-ish
- Finding Creativity, Diversity, and Meaning in Mathematics
- By: Jo Boaler
- Narrated by: Jo Boaler
- Length: 7 hrs and 20 mins
- Unabridged
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Overall
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Performance
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Story
Mathematics is a fundamental part of life, yet every one of us has a unique relationship with learning and understanding the subject. Working with numbers may inspire confidence in our abilities or provoke anxiety and trepidation. Stanford researcher, mathematics education professor, and the leading expert on math learning Dr. Jo Boaler argues that our differences are the key to unlocking our greatest mathematics potential.
By: Jo Boaler
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AI and Machine Learning for Coders
- A Programmer's Guide to Artificial Intelligence
- By: Laurence Moroney
- Narrated by: Timothy Howard Jackson
- Length: 9 hrs and 17 mins
- Unabridged
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Overall
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Performance
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Story
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!
- By Luc on 08-11-23
By: Laurence Moroney
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The Atomic Human
- What Makes Us Unique in the Age of AI
- By: Neil D. Lawrence
- Narrated by: Neil D. Lawrence
- Length: 15 hrs
- Unabridged
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Overall
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Performance
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Story
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.
By: Neil D. Lawrence
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The Trolls of Wall Street
- How the Outcasts and Insurgents Are Hacking the Markets
- By: Nathaniel Popper
- Narrated by: Robert Fass
- Length: 10 hrs and 37 mins
- Unabridged
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Overall
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Performance
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Story
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.
By: Nathaniel Popper
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The Miracle Century
- Making Sense of the Cell Therapy Revolution
- By: Scott Gottlieb
- Narrated by: Fred Sanders
- Length: 12 hrs
- Unabridged
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Overall
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Performance
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Story
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.
By: Scott Gottlieb
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A Brief History of Artificial Intelligence
- What It Is, Where We Are, and Where We Are Going
- By: Michael Wooldridge
- Narrated by: Glen McCready
- Length: 8 hrs and 8 mins
- Unabridged
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Overall
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Performance
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Story
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.
- By Michael Peintinger on 11-11-21
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Nexus
- A Brief History of Information Networks from the Stone Age to AI
- By: Yuval Noah Harari
- Length: 14 hrs
- Unabridged
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Overall
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Performance
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Story
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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Challenger
- A True Story of Heroism and Disaster on the Edge of Space
- By: Adam Higginbotham
- Narrated by: Jacques Roy
- Length: 16 hrs and 54 mins
- Unabridged
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Overall
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Performance
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Story
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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The pain caused by poor executive decisions and how they turned on their own people
- By Roy on 05-29-24
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