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The Art of Statistics: How to Learn from Data
David Spiegelhalter - 2019
Statistics are everywhere, as integral to science as they are to business, and in the popular media hundreds of times a day. In this age of big data, a basic grasp of statistical literacy is more important than ever if we want to separate the fact from the fiction, the ostentatious embellishments from the raw evidence -- and even more so if we hope to participate in the future, rather than being simple bystanders. In The Art of Statistics, world-renowned statistician David Spiegelhalter shows readers how to derive knowledge from raw data by focusing on the concepts and connections behind the math. Drawing on real world examples to introduce complex issues, he shows us how statistics can help us determine the luckiest passenger on the Titanic, whether a notorious serial killer could have been caught earlier, and if screening for ovarian cancer is beneficial. The Art of Statistics not only shows us how mathematicians have used statistical science to solve these problems -- it teaches us how we too can think like statisticians. We learn how to clarify our questions, assumptions, and expectations when approaching a problem, and -- perhaps even more importantly -- we learn how to responsibly interpret the answers we receive. Combining the incomparable insight of an expert with the playful enthusiasm of an aficionado, The Art of Statistics is the definitive guide to stats that every modern person needs.
The Presentation of Self in Everyday Life
Erving Goffman - 1959
This book explores the realm of human behavior in social situations and the way that we appear to others. Dr. Goffman uses the metaphor of theatrical performance as a framework. Each person in everyday social intercourse presents himself and his activity to others, attempts to guide and control the impressions they form of him, and employs certain techniques in order to sustain his performance, just as an actor presents a character to an audience. The discussions of these social techniques offered here are based upon detailed research and observation of social customs in many regions.
Working Effectively with Legacy Code
Michael C. Feathers - 2004
This book draws on material Michael created for his renowned Object Mentor seminars, techniques Michael has used in mentoring to help hundreds of developers, technical managers, and testers bring their legacy systems under control. The topics covered include: Understanding the mechanics of software change, adding features, fixing bugs, improving design, optimizing performance Getting legacy code into a test harness Writing tests that protect you against introducing new problems Techniques that can be used with any language or platform, with examples in Java, C++, C, and C# Accurately identifying where code changes need to be made Coping with legacy systems that aren't object-oriented Handling applications that don't seem to have any structureThis book also includes a catalog of twenty-four dependency-breaking techniques that help you work with program elements in isolation and make safer changes.
Doughnut Economics: Seven Ways to Think Like a 21st-Century Economist
Kate Raworth - 2017
It has failed to predict, let alone prevent, financial crises that have shaken the foundations of our societies. Its outdated theories have permitted a world in which extreme poverty persists while the wealth of the super-rich grows year on year. And its blind spots have led to policies that are degrading the living world on a scale that threatens all of our futures.Can it be fixed? In Doughnut Economics, Oxford academic Kate Raworth identifies seven critical ways in which mainstream economics has led us astray, and sets out a roadmap for bringing humanity into a sweet spot that meets the needs of all within the means of the planet. En route, she deconstructs the character of ‘rational economic man’ and explains what really makes us tick. She reveals how an obsession with equilibrium has left economists helpless when facing the boom and bust of the real-world economy. She highlights the dangers of ignoring the role of energy and nature’s resources – and the far-reaching implications for economic growth when we take them into account. And in the process, she creates a new, cutting-edge economic model that is fit for the 21st century – one in which a doughnut-shaped compass points the way to human progress.Ambitious, radical and rigorously argued, Doughnut Economics promises to reframe and redraw the future of economics for a new generation.
Micromotives and Macrobehavior
Thomas C. Schelling - 1978
And the subject of these stories—how small and seemingly meaningless decisions and actions by individuals often lead to significant unintended consequences for a large group—is more important than ever. In one famous example, Thomas C. Schelling shows that a slight-but-not-malicious preference to have neighbors of the same race eventually leads to completely segregated populations.The updated edition of this landmark book contains a new preface and the author's Nobel Prize acceptance speech.
Deep Learning with Python
François Chollet - 2017
It is the technology behind photo tagging systems at Facebook and Google, self-driving cars, speech recognition systems on your smartphone, and much more.In particular, Deep learning excels at solving machine perception problems: understanding the content of image data, video data, or sound data. Here's a simple example: say you have a large collection of images, and that you want tags associated with each image, for example, "dog," "cat," etc. Deep learning can allow you to create a system that understands how to map such tags to images, learning only from examples. This system can then be applied to new images, automating the task of photo tagging. A deep learning model only has to be fed examples of a task to start generating useful results on new data.
Effective Java
Joshua Bloch - 2001
The principal enhancement in Java 8 was the addition of functional programming constructs to Java's object-oriented roots. Java 7, 8, and 9 also introduced language features, such as the try-with-resources statement, the diamond operator for generic types, default and static methods in interfaces, the @SafeVarargs annotation, and modules. New library features include pervasive use of functional interfaces and streams, the java.time package for manipulating dates and times, and numerous minor enhancements such as convenience factory methods for collections. In this new edition of Effective Java, Bloch updates the work to take advantage of these new language and library features, and provides specific best practices for their use. Java's increased support for multiple paradigms increases the need for best-practices advice, and this book delivers. As in previous editions, each chapter consists of several "items," each presented in the form of a short, standalone essay that provides specific advice, insight into Java platform subtleties, and updated code examples. The comprehensive descriptions and explanations for each item illuminate what to do, what not to do, and why. Coverage includes:Updated techniques and best practices on classic topics, including objects, classes, methods, libraries, and generics How to avoid the traps and pitfalls of commonly misunderstood subtleties of the platform Focus on the language and its most fundamental libraries, such as java.lang and java.util
Basic Econometrics
Damodar N. Gujarati - 1987
Because of the way the book is organized, it may be used at a variety of levels of rigor. For example, if matrix algebra is used, theoretical exercises may be omitted. A CD of data sets is provided with the text.
The Empathic Civilization: The Race To Global Consciousness In A World In Crisis
Jeremy Rifkin - 2009
Today we face unparalleled challenges in an energy–intensive and interconnected world that will demand an unprecedented level of mutual understanding among diverse peoples and nations. Do we have the capacity and collective will to come together in a way that will enable us to cope with the great challenges of our time? In this remarkable book Jeremy Rifkin tells the dramatic story of the extension of human empathy from the rise of the first great theological civilizations, to the ideological age that dominated the 18th and 19th centuries, the psychological era that characterized much of the 20th century and the emerging dramaturgical period of the 21st century. The result is a new social tapestry–The Empathic Civilization–woven from a wide range of fields. Rifkin argues that at the very core of the human story is the paradoxical relationship between empathy and entropy. At various times in history new energy regimes have converged with new communication revolutions, creating ever more complex societies that heightened empathic sensitivity and expanded human consciousness. But these increasingly complicated milieus require extensive energy use and speed us toward resource depletion. The irony is that our growing empathic awareness has been made possible by an ever–greater consumption of the Earth′s resources, resulting in a dramatic deterioration of the health of the planet. If we are to avert a catastrophic destruction of the Earth′s ecosystems, the collapse of the global economy and the possible extinction of the human race, we will need to change human consciousness itself–and in less than a generation. Rifkin challenges us to address what may be the most important question facing humanity today: Can we achieve global empathy in time to avoid the collapse of civilization and save the planet? One of the most popular social thinkers of our time, Jeremy Rifkin is the bestselling author of The European Dream, The Hydrogen Economy¸ The End of Work, The Biotech Century, and The Age of Access. He is the president of the Foundation on Economic Trends in Washington, D.C.
The Man Who Solved the Market: How Jim Simons Launched the Quant Revolution
Gregory Zuckerman - 2019
No other investor--Warren Buffett, Peter Lynch, Ray Dalio, Steve Cohen, or George Soros--can touch his record. Since 1988, Renaissance's signature Medallion fund has generated average annual returns of 66 percent. The firm has earned profits of more than $100 billion; Simons is worth twenty-three billion dollars.Drawing on unprecedented access to Simons and dozens of current and former employees, Zuckerman, a veteran Wall Street Journal investigative reporter, tells the gripping story of how a world-class mathematician and former code breaker mastered the market. Simons pioneered a data-driven, algorithmic approach that's sweeping the world.As Renaissance became a market force, its executives began influencing the world beyond finance. Simons became a major figure in scientific research, education, and liberal politics. Senior executive Robert Mercer is more responsible than anyone else for the Trump presidency, placing Steve Bannon in the campaign and funding Trump's victorious 2016 effort. Mercer also impacted the campaign behind Brexit.The Man Who Solved the Market is a portrait of a modern-day Midas who remade markets in his own image, but failed to anticipate how his success would impact his firm and his country. It's also a story of what Simons's revolution means for the rest of us.
Power: Why Some People Have it and Others Don't
Jeffrey Pfeffer - 2010
The leading thinker on the topic of power, Pfeffer here distills his wisdom into an indispensable guide.” —Jim Collins, author of New York Times bestselling author Good to Great and How the Mighty FallSome people have it, and others don’t. Jeffrey Pfeffer explores why, in Power.One of the greatest minds in management theory and author or co-author of thirteen books, including the seminal business-school text Managing With Power, Jeffrey Pfeffer shows readers how to succeed and wield power in the real world.
What Hedge Funds Really Do: An Introduction to Portfolio Management
Philip J. Romero - 2014
We’ve comea long way since then. With this book, Drs. Romero and Balch liftthe veil from many of these once-opaque concepts in high-techfinance. We can all benefit from learning how the cooperationbetween wetware and software creates fitter models. This bookdoes a fantastic job describing how the latest advances in financialmodeling and data science help today’s portfolio managerssolve these greater riddles. —Michael Himmel, ManagingPartner, Essex Asset ManagementI applaud Phil Romero’s willingness to write about the hedgefund world, an industry that is very private, often flamboyant,and easily misunderstood. As with every sector of the investmentlandscape, the hedge fund industry varies dramaticallyfrom quantitative “black box” technology, to fundamental researchand old-fashioned stock picking. This book helps investorsdistinguish between these diverse opposites and understandtheir place in the new evolving world of finance. —Mick Elfers,Founder and Chief Investment Strategist, Irvington Capital
GMAT Critical Reasoning, Guide 6
Manhattan GMAT - 2007
Fully updated and revised to deal with recent changes to the GMAT, they were designed with a content-based approach.The Critical Reasoning Guide demystifies critical reasoning by teaching a clear, consistent, and effective approach to understanding an argument’s logic and choosing the best answer to the given question. Unlike other guides that attempt to convey everything in a single tome, the Critical Reasoning Strategy Guide is designed to provide deep, focused coverage of one specialized area tested on the GMAT. As a result, students benefit from thorough and comprehensive subject material, clear explanations of fundamental principles, and step-by-step instructions of important techniques. In-action practice problems and detailed answer explanations challenge the student, while topical sets of Official Guide problems provide the opportunity for further growth. Used by itself or with other Manhattan GMAT Strategy Guides, the Critical Reasoning Guide will help students develop all the knowledge, skills, and strategic thinking necessary for success on the GMAT. Purchase of this book includes one year of access to Manhattan GMAT’s online computer-adaptive practice exams and Critical Reasoning Question Bank. All of Manhattan Prep’s GMAT Strategy Guides are aligned with both the 2015 Edition and 13th Edition GMAC Official Guide.
The Blue Sweater: Bridging the Gap Between Rich and Poor in an Interconnected World
Jacqueline Novogratz - 2009
It all started back home in Virginia, with the blue sweater, a gift that quickly became her prized possession—until the day she outgrew it and gave it away to Goodwill. Eleven years later in Africa, she spotted a young boy wearing that very sweater, with her name still on the tag inside. That the sweater had made its trek all the way to Rwanda was ample evidence, she thought, of how we are all connected, how our actions—and inaction—touch people every day across the globe, people we may never know or meet.From her first stumbling efforts as a young idealist venturing forth in Africa to the creation of the trailblazing organization she runs today, Novogratz tells gripping stories with unforgettable characters—women dancing in a Nairobi slum, unwed mothers starting a bakery, courageous survivors of the Rwandan genocide, entrepreneurs building services for the poor against impossible odds. She shows, in ways both hilarious and heartbreaking, how traditional charity often fails, but how a new form of philanthropic investing called "patient capital" can help make people self-sufficient and can change millions of lives. More than just an autobiography or a how-to guide to addressing poverty, The Blue Sweater is a call to action that challenges us to grant dignity to the poor and to rethink our engagement with the world.
An Elegant Puzzle: Systems of Engineering Management
Will Larson - 2019
Management is a key part of any organization, yet the discipline is often self-taught and unstructured. Getting to the good solutions of complex management challenges can make the difference between fulfillment and frustration for teams, and, ultimately, the success or failure of companies. Will Larson's An Elegant Puzzle orients around the particular challenges of engineering management--from sizing teams to technical debt to succession planning--and provides a path to the good solutions. Drawing from his experience at Digg, Uber, and Stripe, Will Larson has developed a thoughtful approach to engineering management that leaders of all levels at companies of all sizes can apply. An Elegant Puzzle balances structured principles and human-centric thinking to help any leader create more effective and rewarding organizations for engineers to thrive in.