Weapons of Math Destruction

Filename: weapons-of-math-destruction.pdf
ISBN: 9780553418828
Release Date: 2016-09-06
Number of pages: 272
Author: Cathy O'Neil
Publisher: Crown

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


Weapons of Math Destruction

Filename: weapons-of-math-destruction.pdf
ISBN: 9780141985428
Release Date: 2016-09-06
Number of pages: 272
Author: Cathy O'Neil
Publisher: Penguin UK

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.


Weapons of Math Destruction

Filename: weapons-of-math-destruction.pdf
ISBN: 9780553418811
Release Date: 2016-09-06
Number of pages: 272
Author: Cathy O'Neil
Publisher: Crown Publishing Group (NY)

Download and read online Weapons of Math Destruction in PDF and EPUB Long-listed for the National Book Award 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 resumes, 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."


Doing Data Science

Filename: doing-data-science.pdf
ISBN: 9781449363895
Release Date: 2013-10-09
Number of pages: 408
Author: Cathy O'Neil
Publisher: "O'Reilly Media, Inc."

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.



On Being a Data Skeptic

Filename: on-being-a-data-skeptic.pdf
ISBN: 9781491947241
Release Date: 2013-09-30
Number of pages: 28
Author: Cathy O'Neil
Publisher: "O'Reilly Media, Inc."

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.


Weapons of Mass Instruction

Filename: weapons-of-mass-instruction.pdf
ISBN: 9781550924244
Release Date: 2010-04-01
Number of pages: 192
Author: John Taylor Gatto
Publisher: New Society Publishers

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.


Mini Weapons of Mass Destruction 2

Filename: mini-weapons-of-mass-destruction-2.pdf
ISBN: 9781569769515
Release Date: 2011-10-01
Number of pages: 256
Author: John Austin
Publisher: Chicago Review Press

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.


Weapons of Mass Destruction

Filename: weapons-of-mass-destruction.pdf
ISBN: 9781442242388
Release Date: 2017-03-29
Number of pages: 278
Author: Joseph M. Siracusa
Publisher: Rowman & Littlefield

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.


Algorithms to Live By

Filename: algorithms-to-live-by.pdf
ISBN: 9781627790376
Release Date: 2016-04-19
Number of pages: 368
Author: Brian Christian
Publisher: Henry Holt and Company

Download and read online Algorithms to Live By in PDF and EPUB A fascinating exploration of how computer algorithms can be applied to our everyday lives, helping to solve common decision-making problems and illuminate the workings of the human mind All our lives are constrained by limited space and time, limits that give rise to a particular set of problems. What should we do, or leave undone, in a day or a lifetime? How much messiness should we accept? What balance of new activities and familiar favorites is the most fulfilling? These may seem like uniquely human quandaries, but they are not: computers, too, face the same constraints, so computer scientists have been grappling with their version of such problems for decades. And the solutions they've found have much to teach us. In a dazzlingly interdisciplinary work, acclaimed author Brian Christian (who holds degrees in computer science, philosophy, and poetry, and works at the intersection of all three) and Tom Griffiths (a UC Berkeley professor of cognitive science and psychology) show how the simple, precise algorithms used by computers can also untangle very human questions. They explain how to have better hunches and when to leave things to chance, how to deal with overwhelming choices and how best to connect with others. From finding a spouse to finding a parking spot, from organizing one's inbox to understanding the workings of human memory, Algorithms to Live By transforms the wisdom of computer science into strategies for human living.


Jihadists and Weapons of Mass Destruction

Filename: jihadists-and-weapons-of-mass-destruction.pdf
ISBN: 1420069675
Release Date: 2009-02-03
Number of pages: 494
Author: Gary Ackerman
Publisher: CRC Press

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).


Weapons of Mass Migration

Filename: weapons-of-mass-migration.pdf
ISBN: 9780801448713
Release Date: 2010
Number of pages: 342
Author: Kelly M. Greenhill
Publisher: Cornell University Press

Download and read online Weapons of Mass Migration in PDF and EPUB policy tool, to what ends, and how and why it ever works." --Book Jacket.


The Black Box Society

Filename: the-black-box-society.pdf
ISBN: 9780674967106
Release Date: 2015-01-05
Number of pages: 319
Author: Frank Pasquale
Publisher: Harvard University Press

Download and read online The Black Box Society in PDF and EPUB Every day, corporations are connecting the dots about our personal behavior—silently scrutinizing clues left behind by our work habits and Internet use. But who connects the dots about what firms are doing with all this information? Frank Pasquale exposes how powerful interests abuse secrecy for profit and explains ways to rein them in.


How Did We Get Into This Mess

Filename: how-did-we-get-into-this-mess.pdf
ISBN: 9781784783631
Release Date: 2016-04-19
Number of pages: 352
Author: George Monbiot
Publisher: Verso Books

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.