Download and read online Weapons of Math Destruction in PDF and EPUB Longlisted for the National Book Award New York Times Bestseller A former Wall Street quant sounds an alarm on the mathematical models that pervade modern life — and threaten to rip apart our social fabric We live in the age of the algorithm. Increasingly, the decisions that affect our lives—where we go to school, whether we get a car loan, how much we pay for health insurance—are being made not by humans, but by mathematical models. In theory, this should lead to greater fairness: Everyone is judged according to the same rules, and bias is eliminated. But as Cathy O’Neil reveals in this urgent and necessary book, the opposite is true. The models being used today are opaque, unregulated, and uncontestable, even when they’re wrong. Most troubling, they reinforce discrimination: If a poor student can’t get a loan because a lending model deems him too risky (by virtue of his zip code), he’s then cut off from the kind of education that could pull him out of poverty, and a vicious spiral ensues. Models are propping up the lucky and punishing the downtrodden, creating a “toxic cocktail for democracy.” Welcome to the dark side of Big Data. Tracing the arc of a person’s life, O’Neil exposes the black box models that shape our future, both as individuals and as a society. These “weapons of math destruction” score teachers and students, sort résumés, grant (or deny) loans, evaluate workers, target voters, set parole, and monitor our health. O’Neil calls on modelers to take more responsibility for their algorithms and on policy makers to regulate their use. But in the end, it’s up to us to become more savvy about the models that govern our lives. This important book empowers us to ask the tough questions, uncover the truth, and demand change. — Longlist for National Book Award (Non-Fiction) — Goodreads, semi-finalist for the 2016 Goodreads Choice Awards (Science and Technology) — Kirkus, Best Books of 2016 — New York Times, 100 Notable Books of 2016 (Non-Fiction) — The Guardian, Best Books of 2016 — WBUR's "On Point," Best Books of 2016: Staff Picks — Boston Globe, Best Books of 2016, Non-Fiction
Download and read online Weapons of Math Destruction in PDF and EPUB A former Wall Street quant sounds an alarm on the mathematical models that pervade modern life - and threaten to rip apart our social fabric We live in the age of the algorithm. Increasingly, the decisions that affect our lives - where we go to school, whether we get a loan, how much we pay for insurance - are being made not by humans, but by mathematical models. In theory, this should lead to greater fairness: everyone is judged according to the same rules, and bias is eliminated. And yet, as Cathy O'Neil reveals in this urgent and necessary book, the opposite is true. The models being used today are opaque, unregulated, and incontestable, even when they're wrong. Most troubling, they reinforce discrimination. Tracing the arc of a person's life, O'Neil exposes the black box models that shape our future, both as individuals and as a society. These "weapons of math destruction" score teachers and students, sort CVs, grant or deny loans, evaluate workers, target voters, and monitor our health. O'Neil calls on modellers to take more responsibility for their algorithms and on policy makers to regulate their use. But in the end, it's up to us to become more savvy about the models that govern our lives. This important book empowers us to ask the tough questions, uncover the truth, and demand change.
Download and read online Weapons of Math Destruction in PDF and EPUB "A former Wall Street quantitative analyst sounds an alarm on mathematical modeling, a pervasive new force in society that threatens to undermine democracy and widen inequality,"--NoveList.
Download and read online A Joosr Guide to Weapons of Math Destruction by Cathy O Neil in PDF and EPUB
Download and read online On Being a Data Skeptic in PDF and EPUB "Data is here, it's growing, and it's powerful." Author Cathy O'Neil argues that the right approach to data is skeptical, not cynical––it understands that, while powerful, data science tools often fail. Data is nuanced, and "a really excellent skeptic puts the term 'science' into 'data science.'" The big data revolution shouldn't be dismissed as hype, but current data science tools and models shouldn't be hailed as the end-all-be-all, either.
Download and read online Doing Data Science in PDF and EPUB Now that people are aware that data can make the difference in an election or a business model, data science as an occupation is gaining ground. But how can you get started working in a wide-ranging, interdisciplinary field that’s so clouded in hype? This insightful book, based on Columbia University’s Introduction to Data Science class, tells you what you need to know. In many of these chapter-long lectures, data scientists from companies such as Google, Microsoft, and eBay share new algorithms, methods, and models by presenting case studies and the code they use. If you’re familiar with linear algebra, probability, and statistics, and have programming experience, this book is an ideal introduction to data science. Topics include: Statistical inference, exploratory data analysis, and the data science process Algorithms Spam filters, Naive Bayes, and data wrangling Logistic regression Financial modeling Recommendation engines and causality Data visualization Social networks and data journalism Data engineering, MapReduce, Pregel, and Hadoop Doing Data Science is collaboration between course instructor Rachel Schutt, Senior VP of Data Science at News Corp, and data science consultant Cathy O’Neil, a senior data scientist at Johnson Research Labs, who attended and blogged about the course.
Download and read online Mini Weapons of Mass Destruction 2 in PDF and EPUB Culling common household items to create an uncommon arsenal of miniature gadgets and sidearms, this guidebook provides do-it-yourself spy enthusiasts with 35 different surveillance tools and weapons. From a mini-catapult in a breath-mint tin to milk-jug cap blow-dart wristwatches, this handbook details how to achieve clandestine ends practically and inexpensively. In addition to creating weapons such as periscopes, bionic ears, and grappling hooks, spies-to-be will find ideas on how to hide their stash—a deck of cards, a false-bottom soda bottle, or a cereal box-brief case—and tips for target practice. Clear diagrams and instructions make construction simple, while easy-to-follow safety tips help ensure DIY builders avoid injuries. Projects include a paper throwing star, a bowler hat launcher, and a Q-pick blow gun.
Download and read online Jihadists and Weapons of Mass Destruction in PDF and EPUB Explores the Nexus Formed When Malevolent Actors Access Malignant Means Written for professionals, academics, and policymakers working at the forefront of counterterrorism efforts, Jihadists and Weapons of Mass Destruction is an authoritative and comprehensive work addressing the threat of weapons of mass destruction (WMD) in the hands of jihadists, both historically and looking toward the future threat environment. Providing insight on one of the foremost security issues of the 21st century, this seminal resource effectively: Documents current trends in the ideology, strategy, and tactics of jihadists as these relate to WMD Includes a section devoted to jihadist involvement with chemical, biological, radiological, and nuclear weapons Explores the role of intelligence, law enforcement, and policymakers in anticipating, deterring, and mitigating WMD attacks Provides an overview of nonproliferation policies designed to keep WMD out of the hands of jihadists Conducts a groundbreaking quantitative empirical analysis of jihadist behavior Elicits leading experts’ estimates of the future WMD threat from jihadists Leading international experts clearly differentiate between peaceful Muslims and jihadists, exploring how jihadists translate their extreme and violent ideology into strategy. They also focus on WMD target selection and the spread of WMD knowledge in jihadist communities. Devoid of sensationalism, this multidimensional evaluation adds a heightened level of sophistication to our understanding of the prospects for and nature of jihadist WMD terrorism. About the Editors Gary Ackerman is Research Director of the National Consortium for the Study of Terrorism and Responses to Terrorism (START), a Department of Homeland Security National Center of Excellence based at the University of Maryland. His research work focuses on threat assessment and terrorism involving unconventional weapons. Jeremy Tamsett is a consultant for Henley-Putnam University and an analyst at the Center for Terrorism and Intelligence Studies (CETIS), a research center dedicated to identifying, better comprehending, and accurately assessing the present and future security threats stemming from a variety of violence-prone extremists and their enablers. He has served as Project Manager for the U.S. Government funded Critical Infrastructure Terrorist Attack database and Global Terrorism Database (GTD).
Download and read online Weapons of Mass Instruction in PDF and EPUB The transformation of schooling from a twelve-year jail sentence to freedom to learn.
Download and read online Genius GZA of the Wu Tang Clan Weapons of Math Destruction in PDF and EPUB
Download and read online Naked Statistics Stripping the Dread from the Data in PDF and EPUB “Brilliant, funny . . . the best math teacher you never had.”—San Francisco Chronicle Once considered tedious, the field of statistics is rapidly evolving into a discipline Hal Varian, chief economist at Google, has actually called “sexy.” From batting averages and political polls to game shows and medical research, the real-world application of statistics continues to grow by leaps and bounds. How can we catch schools that cheat on standardized tests? How does Netflix know which movies you’ll like? What is causing the rising incidence of autism? As best-selling author Charles Wheelan shows us in Naked Statistics, the right data and a few well-chosen statistical tools can help us answer these questions and more. For those who slept through Stats 101, this book is a lifesaver. Wheelan strips away the arcane and technical details and focuses on the underlying intuition that drives statistical analysis. He clarifies key concepts such as inference, correlation, and regression analysis, reveals how biased or careless parties can manipulate or misrepresent data, and shows us how brilliant and creative researchers are exploiting the valuable data from natural experiments to tackle thorny questions. And in Wheelan’s trademark style, there’s not a dull page in sight. You’ll encounter clever Schlitz Beer marketers leveraging basic probability, an International Sausage Festival illuminating the tenets of the central limit theorem, and a head-scratching choice from the famous game show Let’s Make a Deal—and you’ll come away with insights each time. With the wit, accessibility, and sheer fun that turned Naked Economics into a bestseller, Wheelan defies the odds yet again by bringing another essential, formerly unglamorous discipline to life.
Download and read online Data and Goliath The Hidden Battles to Collect Your Data and Control Your World in PDF and EPUB “Bruce Schneier’s amazing book is the best overview of privacy and security ever written.”—Clay Shirky “Bruce Schneier’s amazing book is the best overview of privacy and security ever written.”—Clay Shirky Your cell phone provider tracks your location and knows who’s with you. Your online and in-store purchasing patterns are recorded, and reveal if you're unemployed, sick, or pregnant. Your e-mails and texts expose your intimate and casual friends. Google knows what you’re thinking because it saves your private searches. Facebook can determine your sexual orientation without you ever mentioning it. The powers that surveil us do more than simply store this information. Corporations use surveillance to manipulate not only the news articles and advertisements we each see, but also the prices we’re offered. Governments use surveillance to discriminate, censor, chill free speech, and put people in danger worldwide. And both sides share this information with each other or, even worse, lose it to cybercriminals in huge data breaches. Much of this is voluntary: we cooperate with corporate surveillance because it promises us convenience, and we submit to government surveillance because it promises us protection. The result is a mass surveillance society of our own making. But have we given up more than we’ve gained? In Data and Goliath, security expert Bruce Schneier offers another path, one that values both security and privacy. He brings his bestseller up-to-date with a new preface covering the latest developments, and then shows us exactly what we can do to reform government surveillance programs, shake up surveillance-based business models, and protect our individual privacy. You'll never look at your phone, your computer, your credit cards, or even your car in the same way again.
Download and read online Weapons of Mass Destruction in PDF and EPUB Whether possessed by a state or non-state actor, the specter of Weapons of Mass Destruction (WMDs), and more specifically, nuclear weapons and their associated material, present a significant threat to global security. Notwithstanding the fact that there are fewer nuclear weapons today than the massive stockpiles that existed during the height of the Cold War, the complexities relating to nuclear security have in many ways intensified amid globalization and porous borders. More states in volatile regions possess such weapons, UN Security Council states are busily modernizing their weapons, and non-states actors have made it clear their intention to use such weapons should they attain them. The emerging prospect of a cyber-attack, or a misunderstanding that could potentially evolve into a limited regional nuclear war, would both have dire global ramifications and are scenarios that should not be considered farfetched. Additionally, concerns pertaining to chemical and biological weapons, the associated ramifications relating to nuclear terrorism, and broader limitations of the NPT regime, all pose major challenges to global stability. In considering all of these areas, this foundational primer for the Rowman and Littlefield WMD Series seeks to inform and advance policy debate in ways that support international security, while also adding important connective tissue between analytical areas in the IR and historical domains that often remain separate. Offering a comprehensive analysis of the evolution and current status of WMDs, this volume will be of great interest to scholars, analysts, and students of security studies, international history, and international relations.
Download and read online How Did We Get Into This Mess in PDF and EPUB Leading political and environmental commentator on where we have gone wrong, and what to do about it " Without countervailing voices, naming and challenging power, political freedom withers and dies. Without countervailing voices, a better world can never materialise. Without countervailing voices, wells will still be dug and bridges will still be built, but only for the few. Food will still be grown, but it will not reach the mouths of the poor. New medicines will be developed, but they will be inaccessible to many of those in need. " George Monbiot is one of the most vocal, and eloquent, critics of the current consensus. "How Did We Get into this Mess?," based on his powerful journalism, assesses the state we are now in: the devastation of the natural world, the crisis of inequality, the corporate takeover of nature, our obsessions with growth and profit and the decline of the political debate over what to do. While his diagnosis of the problems in front of us is clear-sighted and reasonable, he also develops solutions to challenge the politics of fear. How do we stand up to the powerful when they seem to have all the weapons? What can we do to prepare our children for an uncertain future? Controversial, clear but always rigorously argued, "How Did We Get into this Mess?" makes a persuasive case for change in our everyday lives, our politics and economics, the ways we treat each other and the natural world."
Download and read online Mini Weapons of Mass Destruction in PDF and EPUB With the advent of modern household products and office supplies--binder clips, clothespins, rubber bands, ballpoint pens, toothpicks, paper clips, plastic utensils, and matches and barbeque lighters--troublemakers of all stripes have the components needed to build an impressive, if somewhat miniaturized, arsenal. Detailed, step-by-step instructions for each project are provided, including materials and ammo lists, clear diagrams, and construction tips. The 35 devices include catapults, slingshots, minibombs, darts, and combustion shooters--build a tiny trebuchet from paper clips and a D-cell battery, wrap a penny in a string of paper caps to create a surprisingly impressive bomb, and convert champagne party poppers and pen casings into a three-barreled bazooka. Finally, plans are provided for a top secret concealing book to hide your stash, as well as targets--cardboard critters, big-headed aliens, and zombies--for shooting practice. Never let your cubicle, home office, or personal space go undefended again.