Introductory Econometrics: A Modern Approach


Jeffrey M. Wooldridge - 1999
    It bridges the gap between the mechanics of econometrics and modern applications of econometrics by employing a systematic approach motivated by the major problems facing applied researchers today. Throughout the text, the emphasis on examples gives a concrete reality to economic relationships and allows treatment of interesting policy questions in a realistic and accessible framework.

Burn Math Class: And Reinvent Mathematics for Yourself


Jason Wilkes - 2016
    In Burn Math Class, Jason Wilkes takes the traditional approach to how we learn math -- with its unwelcoming textbooks, unexplained rules, and authoritarian assertions-and sets it on fire. Focusing on how mathematics is created rather than on mathematical facts, Wilkes teaches the subject in a way that requires no memorization and no prior knowledge beyond addition and multiplication. From these simple foundations, Burn Math Class shows how mathematics can be (re)invented from scratch without preexisting textbooks and courses. We can discover math on our own through experimentation and failure, without appealing to any outside authority. When math is created free from arcane notations and pretentious jargon that hide the simplicity of mathematical concepts, it can be understood organically -- and it becomes fun! Following this unconventional approach, Burn Math Class leads the reader from the basics of elementary arithmetic to various "advanced" topics, such as time-dilation in special relativity, Taylor series, and calculus in infinite-dimensional spaces. Along the way, Wilkes argues that orthodox mathematics education has been teaching the subject backward: calculus belongs before many of its so-called prerequisites, and those prerequisites cannot be fully understood without calculus. Like the smartest, craziest teacher you've ever had, Wilkes guides you on an adventure in mathematical creation that will radically change the way you think about math. Revealing the beauty and simplicity of this timeless subject, Burn Math Class turns everything that seems difficult about mathematics upside down and sideways until you understand just how easy math can be.

Pattern Recognition and Machine Learning


Christopher M. Bishop - 2006
    However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have grown from a specialist niche to become mainstream, while graphical models have emerged as a general framework for describing and applying probabilistic models. Also, the practical applicability of Bayesian methods has been greatly enhanced through the development of a range of approximate inference algorithms such as variational Bayes and expectation propagation. Similarly, new models based on kernels have had a significant impact on both algorithms and applications. This new textbook reflects these recent developments while providing a comprehensive introduction to the fields of pattern recognition and machine learning. It is aimed at advanced undergraduates or first-year PhD students, as well as researchers and practitioners, and assumes no previous knowledge of pattern recognition or machine learning concepts. Knowledge of multivariate calculus and basic linear algebra is required, and some familiarity with probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.

The Way of the Runner: A Journey into the Fabled World of Japanese Running


Adharanand Finn - 2015
    A 135-mile relay race, or "ekiden" is the country's biggest annual sporting event. Thousands of professional runners compete for corporate teams in some of the most competitive races in the world. The legendary "marathon monks" run a thousand marathons in a thousand days to reach spiritual enlightenment.Yet so much of Japan's running culture remains a mystery to the outside world, on par with many of the unique aspects of contemporary Japan. Adharanand Finn, the award-winning author of Running with the Kenyans, spent six months immersed in this one of a kind running culture to discover what it might teach us about the sport and about Japan.As an amateur runner about to turn 40, he also hoped to find out whether a Japanese approach to training might help him run faster. What he learns—about competition, team work, form, chasing personal bests, and about himself—will fascinate and surprise anyone keen to explore why we run and how we might do it better.

Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists


Philipp K. Janert - 2010
    With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your understanding back into the organization through business plans, metrics dashboards, and other applications.Along the way, you'll experiment with concepts through hands-on workshops at the end of each chapter. Above all, you'll learn how to think about the results you want to achieve -- rather than rely on tools to think for you.Use graphics to describe data with one, two, or dozens of variablesDevelop conceptual models using back-of-the-envelope calculations, as well asscaling and probability argumentsMine data with computationally intensive methods such as simulation and clusteringMake your conclusions understandable through reports, dashboards, and other metrics programsUnderstand financial calculations, including the time-value of moneyUse dimensionality reduction techniques or predictive analytics to conquer challenging data analysis situationsBecome familiar with different open source programming environments for data analysisFinally, a concise reference for understanding how to conquer piles of data.--Austin King, Senior Web Developer, MozillaAn indispensable text for aspiring data scientists.--Michael E. Driscoll, CEO/Founder, Dataspora

The Cartoon Introduction to Statistics


Grady Klein - 2013
    Employing an irresistible cast of dragon-riding Vikings, lizard-throwing giants, and feuding aliens, the renowned illustrator Grady Klein and the award-winning statistician Alan Dabney teach you how to collect reliable data, make confident statements based on limited information, and judge the usefulness of polls and the other numbers that you're bombarded with every day. If you want to go beyond the basics, they've created the ultimate resource: "The Math Cave," where they reveal the more advanced formulas and concepts.Timely, authoritative, and hilarious, The Cartoon Introduction to Statistics is an essential guide for anyone who wants to better navigate our data-driven world.

Blockchain Technology Explained: The Ultimate Beginner’s Guide About Blockchain Wallet, Mining, Bitcoin, Ethereum, Litecoin, Zcash, Monero, Ripple, Dash, IOTA and Smart Contracts


Alan T. Norman - 2017
    Topics you can expect to see in this book include: ● What problem does blockchain solve? ● How can technology make our institutions faster and less expensive? ● Could technology replace our institutions (like governments, banks, etc) altogether? ● How does blockchain build trust between strangers? ● How does blockchain increase security for transactions and contracts? ● Can blockchain be used outside of finance? ● What is a block? ● What is the chain and why do we need it? ● What’s a technical explanation of what happens in the blockchain? ● What is mining and why do we need it? ● Are there alternatives to mining to create a blockchain? ● What’s the story of Bitcoin? ● Does Bitcoin have any problems? ● What is Ethereum, and what is a smart contract? ● Are there other blockchain technologies I should know about? ● How are companies adopting blockchain? ● What regulatory hurdles might slow blockchain adoption? Whew, that’s a lot of questions. If you’re ready to tackle them, I’m ready

The World Is Flat: A Brief History of the Twenty-first Century


Thomas L. Friedman - 2005
    With his inimitable ability to translate complex foreign policy and economic issues, Friedman explains how the flattening of the world happened at the dawn of the 21st century; what it means to countries, companies, communities and individuals; and how governments and societies can, and must, adapt.

Numbers Guide: The Essentials of Business Numeracy


Richard Stutely - 1998
    In addition to general advice on basic numeracy, the guide points out common errors and explains the recognized techniques for solving financial problems, analysing information of any kind, and effective decision making. Over one hundred charts, graphs, tables, and feature boxes highlight key points. Also included is an A-Z dictionary of terms covering everything from amortization to zero-sum game. Whatever your business, The Economist Numbers Guide will prove invaluable.

In Pursuit of the Traveling Salesman: Mathematics at the Limits of Computation


William J. Cook - 2011
    In this book, William Cook takes readers on a mathematical excursion, picking up the salesman's trail in the 1800s when Irish mathematician W. R. Hamilton first defined the problem, and venturing to the furthest limits of today's state-of-the-art attempts to solve it. He also explores its many important applications, from genome sequencing and designing computer processors to arranging music and hunting for planets.In Pursuit of the Traveling Salesman travels to the very threshold of our understanding about the nature of complexity, and challenges you yourself to discover the solution to this captivating mathematical problem.

The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century


David Salsburg - 2001
    At a summer tea party in Cambridge, England, a guest states that tea poured into milk tastes different from milk poured into tea. Her notion is shouted down by the scientific minds of the group. But one man, Ronald Fisher, proposes to scientifically test the hypothesis. There is no better person to conduct such an experiment, for Fisher is a pioneer in the field of statistics.The Lady Tasting Tea spotlights not only Fisher's theories but also the revolutionary ideas of dozens of men and women which affect our modern everyday lives. Writing with verve and wit, David Salsburg traces breakthroughs ranging from the rise and fall of Karl Pearson's theories to the methods of quality control that rebuilt postwar Japan's economy, including a pivotal early study on the capacity of a small beer cask at the Guinness brewing factory. Brimming with intriguing tidbits and colorful characters, The Lady Tasting Tea salutes the spirit of those who dared to look at the world in a new way.

Hit Refresh: The Quest to Rediscover Microsoft's Soul and Imagine a Better Future for Everyone


Satya Nadella - 2017
    It’s about how people, organizations and societies can and must hit refresh—transform—in their persistent quest for new energy, new ideas, relevance and renewal. At the core, it’s about us humans and our unique qualities, like empathy, which will become ever more valuable in a world where the torrent of technology will disrupt like never before. As much a humanist as a technologist, Nadella defines his mission and that of the company he leads as empowering every person and every organization on the planet to achieve more.

The System: Who Rigged It, How We Fix It


Robert B. Reich - 2020
    After years of stagnant wages, volatile job markets, and an unwillingness by those in power to deal with profound threats such as climate change, there is a mounting sense that the system is fixed, serving only those select few with enough money to secure a controlling stake. With the characteristic clarity and passion that has made him a central civil voice, Robert B. Reich shows how wealth and power have interacted to install an elite oligarchy, eviscerate the middle class, and undermine democracy. Using Jamie Dimon, the chairman and CEO of JPMorgan Chase as an example, Reich exposes how those at the top propagate myths about meritocracy, national competitiveness, corporate social responsibility, and the free market to distract most Americans from their accumulation of extraordinary wealth, and power over the system. Instead of answering the call to civic duty, they have chosen to uphold self-serving policies that line their own pockets and benefit their bottom line. Reich's objective is not to foster cynicism, but rather to demystify the system so that we might instill fundamental change and demand that democracy works for the majority once again.

Life 3.0: Being Human in the Age of Artificial Intelligence


Max Tegmark - 2017
    It doesn't shy away from the full range of viewpoints or from the most controversial issues--from superintelligence to meaning, consciousness and the ultimate physical limits on life in the cosmos.

Cityboy: Beer and Loathing in the Square Mile


Geraint Anderson - 2008
    In this no-holds barred, warts and all account of life in London's financial heartland, Anderson breaks the Square Mile's code of silence, revealing explosive secrets, tricks of the trade and the corrupt, murky underbelly at the heart of life in the City.