The Signal and the Noise: Why So Many Predictions Fail—But Some Don't


Nate Silver - 2012
    He solidified his standing as the nation's foremost political forecaster with his near perfect prediction of the 2012 election. Silver is the founder and editor in chief of FiveThirtyEight.com. Drawing on his own groundbreaking work, Silver examines the world of prediction, investigating how we can distinguish a true signal from a universe of noisy data. Most predictions fail, often at great cost to society, because most of us have a poor understanding of probability and uncertainty. Both experts and laypeople mistake more confident predictions for more accurate ones. But overconfidence is often the reason for failure. If our appreciation of uncertainty improves, our predictions can get better too. This is the "prediction paradox": The more humility we have about our ability to make predictions, the more successful we can be in planning for the future.In keeping with his own aim to seek truth from data, Silver visits the most successful forecasters in a range of areas, from hurricanes to baseball, from the poker table to the stock market, from Capitol Hill to the NBA. He explains and evaluates how these forecasters think and what bonds they share. What lies behind their success? Are they good-or just lucky? What patterns have they unraveled? And are their forecasts really right? He explores unanticipated commonalities and exposes unexpected juxtapositions. And sometimes, it is not so much how good a prediction is in an absolute sense that matters but how good it is relative to the competition. In other cases, prediction is still a very rudimentary-and dangerous-science.Silver observes that the most accurate forecasters tend to have a superior command of probability, and they tend to be both humble and hardworking. They distinguish the predictable from the unpredictable, and they notice a thousand little details that lead them closer to the truth. Because of their appreciation of probability, they can distinguish the signal from the noise.

The Filter Bubble: What the Internet is Hiding From You


Eli Pariser - 2011
    Instead of giving you the most broadly popular result, Google now tries to predict what you are most likely to click on. According to MoveOn.org board president Eli Pariser, Google's change in policy is symptomatic of the most significant shift to take place on the Web in recent years - the rise of personalization. In this groundbreaking investigation of the new hidden Web, Pariser uncovers how this growing trend threatens to control how we consume and share information as a society-and reveals what we can do about it.Though the phenomenon has gone largely undetected until now, personalized filters are sweeping the Web, creating individual universes of information for each of us. Facebook - the primary news source for an increasing number of Americans - prioritizes the links it believes will appeal to you so that if you are a liberal, you can expect to see only progressive links. Even an old-media bastion like "The Washington Post" devotes the top of its home page to a news feed with the links your Facebook friends are sharing. Behind the scenes a burgeoning industry of data companies is tracking your personal information to sell to advertisers, from your political leanings to the color you painted your living room to the hiking boots you just browsed on Zappos.In a personalized world, we will increasingly be typed and fed only news that is pleasant, familiar, and confirms our beliefs - and because these filters are invisible, we won't know what is being hidden from us. Our past interests will determine what we are exposed to in the future, leaving less room for the unexpected encounters that spark creativity, innovation, and the democratic exchange of ideas.While we all worry that the Internet is eroding privacy or shrinking our attention spans, Pariser uncovers a more pernicious and far-reaching trend on the Internet and shows how we can - and must - change course. With vivid detail and remarkable scope, The Filter Bubble reveals how personalization undermines the Internet's original purpose as an open platform for the spread of ideas and could leave us all in an isolated, echoing world.

Behemoth: A History of the Factory and the Making of the Modern World


Joshua B. Freeman - 2018
    Freeman tells the story of the factory and examines how it has reflected both our dreams and our nightmares of industrialization and social change. He whisks readers from the early textile mills that powered the Industrial Revolution to the factory towns of New England to today’s behemoths making sneakers, toys, and cellphones in China and Vietnam. Behemoth offers a piercing perspective on how factories have shaped our societies and the challenges we face now.

Deep Thinking: Where Machine Intelligence Ends and Human Creativity Begins


Garry Kasparov - 2017
    It was the dawn of a new era in artificial intelligence: a machine capable of beating the reigning human champion at this most cerebral game. That moment was more than a century in the making, and in this breakthrough book, Kasparov reveals his astonishing side of the story for the first time. He describes how it felt to strategize against an implacable, untiring opponent with the whole world watching, and recounts the history of machine intelligence through the microcosm of chess, considered by generations of scientific pioneers to be a key to unlocking the secrets of human and machine cognition. Kasparov uses his unrivaled experience to look into the future of intelligent machines and sees it bright with possibility. As many critics decry artificial intelligence as a menace, particularly to human jobs, Kasparov shows how humanity can rise to new heights with the help of our most extraordinary creations, rather than fear them. Deep Thinking is a tightly argued case for technological progress, from the man who stood at its precipice with his own career at stake.

How to Fix the Future


Andrew Keen - 2017
    Following the Industrial Revolution, civilized societies remade nineteenth-century capitalism into a more humane version of itself, and Keen shows how we can do the same in the wake of the Digital Revolution.As consensus builds around the importance of making sure the Internet remains a force for good, we need a road map of what actions we can take to ensure that the Internet works for us, and not the other way around. Keen identifies five broad strategies to tackle the digital future: competitive innovation, government regulation, consumer choice, social responsibility by business leaders, and education. Traveling the world in order to identify best (and worst) practices in these five areas, Keen moves from Estonia, where tech giants are forming a model for Internet governance, to Germany, whose automobile titans are navigating the future of self-driving cars, to Scandinavia, Korea, and, of course, Silicon Valley. Powerfully argued and deeply engaging, How to Fix the Future provides hope that the future may yet become something that we can look forward to.

The Fifth Domain: Defending Our Country, Our Companies, and Ourselves in the Age of Cyber Threats


Richard A. Clarke - 2019
     America's next major war is likely to be provoked by a cyber attack. From well-covered stories like the Stuxnet virus, which helped slow Iran's nuclear program, to lesser-known tales like EternalBlue, the 2017 cyber battle that closed hospitals in Britain and froze shipping crates in Germany in midair, we have entered an age in which online threats carry real-world consequences. But we do not have to let autocrats and criminals run amok in the digital realm. We now know a great deal about how to make cyberspace far less dangerous--and about how to defend our security, economy, democracy, and privacy from cyber attack.This is a book about the realm in which nobody should ever want to fight a war: The Fifth Domain, the Pentagon's term for cyberspace. Our guides are two of America's top cybersecurity experts, seasoned practitioners who are as familiar with the White House Situation Room as they are with Fortune 500 boardrooms. Richard A. Clarke and Robert K. Knake offer a vivid, engrossing tour of the often unfamiliar terrain of cyberspace, introducing us to the scientists, executives, and public servants who have learned through hard experience how government agencies and private firms can fend off cyber threats.Clarke and Knake take us inside quantum-computing labs racing to develop cyber superweapons; bring us into the boardrooms of the many firms that have been hacked and the few that have not; and walk us through the corridors of the U.S. intelligence community with officials working to defend America's elections from foreign malice. With a focus on solutions over scaremongering, they make a compelling case for "cyber resilience"--building systems that can resist most attacks, raising the costs on cyber criminals and the autocrats who often lurk behind them, and avoiding the trap of overreaction to digital attacks.Above all, Clarke and Knake show us how to keep The Fifth Domain a humming engine of economic growth and human progress, not give in to those who would turn it into a wasteland of conflict. Backed by decades of high-level experience in the White House and the private sector, this book delivers a riveting, agenda-setting insider look at what works in the struggle to avoid cyberwar.

The Contrarian: Peter Thiel and Silicon Valley's Pursuit of Power


Max Chafkin - 2021
    And few individuals have done more to shape Silicon Valley than Peter Thiel. The billionaire venture capitalist and entrepreneur has been a behind-the-scenes operator influencing countless aspects of our contemporary way of life, from the technologies we use every day to the delicate power balance between Silicon Valley, Wall Street, and Washington. But despite his power and the ubiquity of his projects, no public figure is quite so mysterious.In the first major biography of Thiel, Max Chafkin traces the trajectory of the innovator's singular life and worldview, from his upbringing as the child of immigrant parents and years at Stanford as a burgeoning conservative thought leader to his founding of PayPal and Palantir, early investment in Facebook and SpaceX, and relationships with fellow tech titans Mark Zuckerberg, Elon Musk, and Eric Schmidt. The Contrarian illuminates the extent to which Thiel has sought to export his values to the corridors of power beyond Silicon Valley, including funding the lawsuit that destroyed the blog Gawker and strenuously backing far-right political candidates, notably Donald Trump for president in 2016.Eye-opening and deeply reported, The Contrarian is a revelatory biography of a one-of-a-kind leader and an incisive portrait of a tech industry whose explosive growth and power is both thrilling and fraught with controversy.

Artificial Intelligence: A Guide for Thinking Humans


Melanie Mitchell - 2019
    The award-winning author Melanie Mitchell, a leading computer scientist, now reveals AI’s turbulent history and the recent spate of apparent successes, grand hopes, and emerging fears surrounding it.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 models of modern AI and machine learning, describing cutting-edge AI programs, their human inventors, and the historical lines of thought underpinning recent achievements. She meets with fellow experts such as Douglas Hofstadter, the cognitive scientist and Pulitzer Prize–winning author of the modern classic Gödel, Escher, Bach, who explains why he is “terrified” about the future of AI. She explores the profound disconnect between the hype and the actual achievements in AI, providing a clear sense of what the field has accomplished and how much further it has to go.Interweaving stories about the science of AI and the people behind it, Artificial Intelligence brims with clear-sighted, captivating, and accessible accounts of the most interesting and provocative modern work in the field, flavored with Mitchell’s humor and personal observations. This frank, lively book is an indispensable guide to understanding today’s AI, its quest for “human-level” intelligence, and its impact on the future for us all.

Apollo 1: The Tragedy That Put Us on the Moon


Ryan S. Walters - 2021
    All three astronauts were experienced pilots and had dreams of one day walking on the moon, but little did they know, nor did anyone else, that once they entered the spacecraft that cold winter day they would never leave it alive. The Apollo program would be perilously close to failure before it ever got off the ground. But rather than dooming the space program, this tragedy caused the spacecraft to be completely overhauled, creating a stellar flying machine to achieve the program’s primary goal: putting man on the moon. Apollo 1 is a candid portrayal of the astronauts, the disaster that killed them, and its aftermath. In it, readers will learn: How the Apollo 1 spacecraft was doomed from the start, with miles of uninsulated wiring and tons of flammable materials in a pure oxygen atmosphere, along with a hatch that wouldn’t open How, due to political pressure, the government contract to build the Apollo 1 craft went to a bidder with an inferior plan How public opinion polls were beginning to turn against the space control before the tragedy and got much worse after Apollo 1 is about America fulfilling its destiny of man setting foot on the moon. It’s also about the three American heroes who lost their lives in the tragedy, but whose lives were not lost in vain.

#DELETED: Big Tech's Battle to Erase the Trump Movement and Steal the Election


Allum Bokhari - 2020
    He has discovered a dark plot to seize control of the flow of information, and utilize that power to its full extent—to censor, manipulate, and ultimately sway the outcome of democratic elections. His network of whistleblowers inside Google, Facebook and other companies explain how the tech giants now see themselves as "good censors," benevolent commissars controlling the information we receive to "protect" us from "dangerous" speech.They reveal secret methods to covertly manipulate online information without us ever being aware of it, explaining how tech companies can use big data to target undecided voters. They lift the lid on a plot four years in the making—a plot to use the power of technology to stop Donald Trump's re-election.

Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy


Cathy O'Neil - 2016
    Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

Machines that Think: Everything you need to know about the coming age of artificial intelligence (New Scientist Instant Expert)


New Scientist - 2017
    So are we on the edge of an AI-pocalypse, with super-intelligent devices superseding humanity, as predicted by Stephen Hawking? Or will this herald a kind of Utopia, with machines doing a far better job at complex tasks than us? You might not realise it, but you interact with AIs every day. They route your phone calls, approve your credit card transactions and help your doctor interpret results. Driverless cars will soon be on the roads with a decision-making computer in charge. But how do machines actually think and learn? In Machines That Think, AI experts and New Scientist explore how artificial ingence helps us understand human intelligence, machines that compose music and write stories - and ask if AI is really a threat.--

India's Power Elite: Caste, Class and Cultural Revolution


Sanjaya Baru - 2021
    Its point of departure is the political transition under way in twenty-first-century India, with the marginalization of the Congress Party and the staging of a cultural revolution symbolized by the rise of Hindu majoritarianism. Baru deconstructs the morphology of the Indian power elite-comprising remnants of a feudal gentry, kulaks, a metropolitan business class, the civil services and a cultural elite of opinion-makers. He also examines the role of caste, class and culture in the emergence of a 'New India'. Aimed at the socially engaged reader, this book will interest both students as well as those who wield power.

Autonomy: The Quest to Build the Driverless Car—And How It Will Reshape Our World


Lawrence D. Burns - 2018
    Soon, few of us will own our own automobiles and instead will get around in driverless electric vehicles that we summon with the touch of an app. We will be liberated from driving, prevent over 90% of car crashes, provide freedom of mobility to the elderly and disabled, and decrease our dependence on fossil fuels. Autonomy is the story of the maverick engineers and computer nerds who are creating the revolution. Longtime advisor to the Google Self-Driving Car team and former GM research and development chief Lawrence D. Burns provides the perfectly-timed history of how we arrived at this point, in a character-driven and heavily reported account of the unlikely thinkers who accomplished what billion-dollar automakers never dared.Beginning with the way 9/11 spurred the U.S. government to set a million-dollar prize for a series of off-road robot races in the Mojave Desert up to the early 2016 stampede to develop driverless technology, Autonomy is a page-turner that represents a chronicle of the past, diagnosis of the present, and prediction of the future—the ultimate guide to understanding the driverless car and navigating the revolution it sparks.

The Scientist and the Spy: A True Story of China, the FBI, and Industrial Espionage


Mara Hvistendahl - 2020
    government for trying to steal trade secrets, by a finalist for the Pulitzer Prize in nonfiction.In September 2011, sheriff's deputies in Iowa encountered three ethnic Chinese men near a field where a farmer was growing corn seed under contract with Monsanto. What began as a simple trespassing inquiry mushroomed into a two-year FBI operation in which investigators bugged the men's rental cars, used a warrant intended for foreign terrorists and spies, and flew surveillance planes over corn country--all in the name of protecting trade secrets of corporate giants Monsanto and DuPont Pioneer. In The Scientist and the Spy, Hvistendahl gives a gripping account of this unusually far-reaching investigation, which pitted a veteran FBI special agent against Florida resident Robert Mo, who after his academic career foundered took a questionable job with the Chinese agricultural company DBN--and became a pawn in a global rivalry.Industrial espionage by Chinese companies lies beneath the United States' recent trade war with China, and it is one of the top counterintelligence targets of the FBI. But a decade of efforts to stem the problem have been largely ineffective. Through previously unreleased FBI files and her reporting from across the United States and China, Hvistendahl describes a long history of shoddy counterintelligence on China, much of it tinged with racism, and questions the role that corporate influence plays in trade secrets theft cases brought by the U.S. government. The Scientist and the Spy is both an important exploration of the issues at stake and a compelling, involving read.