Competing on Analytics: The New Science of Winning


Thomas H. Davenport - 2007
    But are you using it to “out-think” your rivals? If not, you may be missing out on a potent competitive tool.In Competing on Analytics: The New Science of Winning, Thomas H. Davenport and Jeanne G. Harris argue that the frontier for using data to make decisions has shifted dramatically. Certain high-performing enterprises are now building their competitive strategies around data-driven insights that in turn generate impressive business results. Their secret weapon? Analytics: sophisticated quantitative and statistical analysis and predictive modeling.Exemplars of analytics are using new tools to identify their most profitable customers and offer them the right price, to accelerate product innovation, to optimize supply chains, and to identify the true drivers of financial performance. A wealth of examples—from organizations as diverse as Amazon, Barclay’s, Capital One, Harrah’s, Procter & Gamble, Wachovia, and the Boston Red Sox—illuminate how to leverage the power of analytics.

Doing Data Science


Cathy O'Neil - 2013
    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 processAlgorithmsSpam filters, Naive Bayes, and data wranglingLogistic regressionFinancial modelingRecommendation engines and causalityData visualizationSocial networks and data journalismData engineering, MapReduce, Pregel, and HadoopDoing 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.

Computer Networking: A Top-Down Approach


James F. Kurose - 2000
    Building on the successful top-down approach of previous editions, this fourth edition continues with an early emphasis on application-layer paradigms and application programming interfaces, encouraging a hands-on experience with protocols and networking concepts.

Essential Scrum: A Practical Guide to the Most Popular Agile Process


Kenneth S. Rubin - 2012
    Leading Scrum coach and trainer Kenny Rubin illuminates the values, principles, and practices of Scrum, and describes flexible, proven approaches that can help you implement it far more effectively. Whether you are new to Scrum or years into your use, this book will introduce, clarify, and deepen your Scrum knowledge at the team, product, and portfolio levels. Drawing from Rubin's experience helping hundreds of organizations succeed with Scrum, this book provides easy-to-digest descriptions enhanced by more than two hundred illustrations based on an entirely new visual icon language for describing Scrum's roles, artifacts, and activities. Essential Scrum will provide every team member, manager, and executive with a common understanding of Scrum, a shared vocabulary they can use in applying it, and practical knowledge for deriving maximum value from it.

How to Lie with Statistics


Darrell Huff - 1954
    Darrell Huff runs the gamut of every popularly used type of statistic, probes such things as the sample study, the tabulation method, the interview technique, or the way the results are derived from the figures, and points up the countless number of dodges which are used to fool rather than to inform.

The Pragmatic Programmer: From Journeyman to Master


Andy Hunt - 1999
    It covers topics ranging from personal responsibility and career development to architectural techniques for keeping your code flexible and easy to adapt and reuse. Read this book, and you'll learn how toFight software rot; Avoid the trap of duplicating knowledge; Write flexible, dynamic, and adaptable code; Avoid programming by coincidence; Bullet-proof your code with contracts, assertions, and exceptions; Capture real requirements; Test ruthlessly and effectively; Delight your users; Build teams of pragmatic programmers; and Make your developments more precise with automation. Written as a series of self-contained sections and filled with entertaining anecdotes, thoughtful examples, and interesting analogies, The Pragmatic Programmer illustrates the best practices and major pitfalls of many different aspects of software development. Whether you're a new coder, an experienced programmer, or a manager responsible for software projects, use these lessons daily, and you'll quickly see improvements in personal productivity, accuracy, and job satisfaction. You'll learn skills and develop habits and attitudes that form the foundation for long-term success in your career. You'll become a Pragmatic Programmer.

America the Vulnerable: Inside the New Threat Matrix of Digital Espionage, Crime, and Warfare


Joel Brenner - 2011
    An urgent wake-up call that identifies our foes; unveils their methods; and charts the dire consequences for government, business, and individuals.Shortly after 9/11, Joel Brenner entered the inner sanctum of American espionage, first as the inspector general of the National Security Agency, then as the head of counterintelligence for the director of national intelligence. He saw at close range the battleground on which our adversaries are now attacking us-cyberspace. We are at the mercy of a new generation of spies who operate remotely from China, the Middle East, Russia, even France, among many other places. These operatives have already shown their ability to penetrate our power plants, steal our latest submarine technology, rob our banks, and invade the Pentagon's secret communications systems.Incidents like the WikiLeaks posting of secret U.S. State Department cables hint at the urgency of this problem, but they hardly reveal its extent or its danger. Our government and corporations are a "glass house," all but transparent to our adversaries. Counterfeit computer chips have found their way into our fighter aircraft; the Chinese stole a new radar system that the navy spent billions to develop; our own soldiers used intentionally corrupted thumb drives to download classified intel from laptops in Iraq. And much more.Dispatches from the corporate world are just as dire. In 2008, hackers lifted customer files from the Royal Bank of Scotland and used them to withdraw $9 million in half an hour from ATMs in the United States, Britain, and Canada. If that was a traditional heist, it would be counted as one of the largest in history. Worldwide, corporations lose on average $5 million worth of intellectual property apiece annually, and big companies lose many times that.The structure and culture of the Internet favor spies over governments and corporations, and hackers over privacy, and we've done little to alter that balance. Brenner draws on his extraordinary background to show how to right this imbalance and bring to cyberspace the freedom, accountability, and security we expect elsewhere in our lives.In America the Vulnerable, Brenner offers a chilling and revelatory appraisal of the new faces of war and espionage-virtual battles with dangerous implications for government, business, and all of us.

How Would You Move Mount Fuji? Microsoft's Cult of the Puzzle--How the World's Smartest Companies Select the Most Creative Thinkers


William Poundstone - 2003
    For the first time, William Poundstone reveals the toughest questions used at Microsoft and other Fortune 500 companies -- and supplies the answers. He traces the rise and controversial fall of employer-mandated IQ tests, the peculiar obsessions of Bill Gates (who plays jigsaw puzzles as a competitive sport), the sadistic mind games of Wall Street (which reportedly led one job seeker to smash a forty-third-story window), and the bizarre excesses of today's hiring managers (who may start off your interview with a box of Legos or a game of virtual Russian roulette). How Would You Move Mount Fuji? is an indispensable book for anyone in business. Managers seeking the most talented employees will learn to incorporate puzzle interviews in their search for the top candidates. Job seekers will discover how to tackle even the most brain-busting questions, and gain the advantage that could win the job of a lifetime. And anyone who has ever dreamed of going up against the best minds in business may discover that these puzzles are simply a lot of fun. Why are beer cans tapered on the end, anyway?

The Manager's Path: A Guide for Tech Leaders Navigating Growth and Change


Camille Fournier - 2017
    Tech companies in general lack the experience, tools, texts, and frameworks to do it well. And the handful of books that share tips and tricks of engineering management don t explain how to supervise employees in the face of growth and change.In this book, author Camille Fournier takes you through the stages of technical management, from mentoring interns to working with the senior staff. You ll get actionable advice for approaching various obstacles in your path, whether you re a new manager, a mentor, or a more experienced leader looking for fresh advice. Pick up this book and learn how to become a better manager and leader in your organization. * Discover how to manage small teams and large/multi-level teams * Understand how to build and bootstrap a unifying culture in teams * Deal with people problems and learn how to mentor other managers and new leaders * Learn how to manage yourself: avoid common pitfalls that challenge many leaders * Obtain several practices that you can incorporate and practice along the way

Predictable Revenue: Turn Your Business Into a Sales Machine with the $100 Million Best Practices of Salesforce.com


Aaron Ross - 2011
    This is NOT just another book about how to cold call or close deals. This is an entirely new kind of sales system for CEOs, entrepreneurs and sales VPs to help you build a sales machine. What does it take for your sales team to generate as many highly-qualified new leads as you want, create predictable revenue, and meet your financial goals without your constant focus and attention? Predictable Revenue has the answers!

Venture Deals


Brad Feld - 2011
    It happens because VCs are experts in financings and most entrepreneurs are not. Brad and Jason are out to fix that problem with Venture Deals. This book is long overdue and badly needed."—Fred Wilson, Managing Partner, Union Square Ventures"Feld and Mendelson pack a graduate-level course into this energetic and accessible book.?The authors' frank style and incisive insight make this a must-read for high-growth company entrepreneurs, early-stage investors, and graduate students.?Start here if you want to understand venture capital deal structure and strategies.?I enthusiastically recommend."—Brad Bernthal, CU Boulder, Associate Clinical Professor ofLaw, Technology Policy, Entrepreneurial Law"A must-read book for entrepreneurs.?Brad and Jason demystify the overly complex world of term sheets and M&A, cutting through the legalese and focusing on what really matters.?That's a good thing not just for entrepreneurs, but also for venture capitalists, angels, and lawyers.?Having an educated entrepreneur on the other side of the table means you spend your time negotiating the important issues and ultimately get to the right deal faster."—Greg Gottesman, Managing Director, Madrona Venture Group"Venture Deals is a must-read for any entrepreneur contemplating or currently leading a venture-backed company. Brad and Jason are highly respected investors who shoot straight from the hip and tell it like it is, bringing a level of transparency to a process that is rarely well understood. It's like having a venture capitalist as a best friend who is looking out for your best interests and happy to answer all of your questions."—Emily Mendell, Vice President of Communications,National Venture Capital Association"The adventure of starting and growing a company can be exhilarating or excruciating—or both. Feld and Mendelson have done a masterful job of shedding light on what can either become one of the most helpful or dreadful experiences for entrepreneurs—accepting venture capital into their firm. This book takes the lid off the black box and helps entrepreneurs understand the economics and control provisions of working with a venture partner."—Lesa Mitchell, Vice President, Advancing Innovation, Kauffman Foundation

R for Data Science: Import, Tidy, Transform, Visualize, and Model Data


Hadley Wickham - 2016
    This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You’ll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you’ve learned along the way. You’ll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

Algorithms to Live By: The Computer Science of Human Decisions


Brian Christian - 2016
    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 issues for decades. And the solutions they've found have much to teach us.In a dazzlingly interdisciplinary work, acclaimed author Brian Christian and cognitive scientist Tom Griffiths show how the 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 memory, Algorithms to Live By transforms the wisdom of computer science into strategies for human living.

Jab, Jab, Jab, Right Hook: How to Tell Your Story in a Noisy Social World


Gary Vaynerchuk - 2013
    Even companies committed to jabbing-patiently engaging with customers to build the relationships so crucial to successful social media campaigns-still yearn to land the powerful, bruising swing that will knock out their opponent or their customer's resistance in one tooth-spritzing, killer blow. Right hooks, after all, convert traffic to sales. They easily show results and ROI. Except when they don't.In the same passionate, street-wise style readers have come to expect, Gary Vaynerchuk is on a mission to improve marketers' right hooks by changing the way they fight to make their customers happy, and ultimately to compete. Thanks to the massive change and proliferation in social media platforms in the last four years, the winning combination of jabs and right hooks is different now. Communication is still key, but context matters more than ever. It's not just about developing high-quality content, but developing high-quality content perfectly adapted to specific social media platforms and mobile devices-content tailor-made for Facebook, YouTube, Instagram, Pinterest, Twitter, and Tumblr. A mash-up of the best elements of Crush It! and The Thank You Economy with a 2013 spin, here is a blueprint to social media marketing strategies that really works.

Running Lean: Iterate from Plan A to a Plan That Works


Ash Maurya - 2012
    We’re building more products than ever before, but most of them fail—not because we can’t complete what we set out to build, but because we waste time, money, and effort building the wrong product.What we need is a systematic process for quickly vetting product ideas and raising our odds of success. That’s the promise of Running Lean.In this inspiring book, Ash Maurya takes you through an exacting strategy for achieving a "product/market fit" for your fledgling venture, based on his own experience in building a wide array of products from high-tech to no-tech. Throughout, he builds on the ideas and concepts of several innovative methodologies, including the Lean Startup, Customer Development, and bootstrapping.Running Lean is an ideal tool for business managers, CEOs, small business owners, developers and programmers, and anyone who’s interested in starting a business project.Find a problem worth solving, then define a solutionEngage your customers throughout the development cycleContinually test your product with smaller, faster iterationsBuild a feature, measure customer response, and verify/refute the ideaKnow when to "pivot" by changing your plan’s courseMaximize your efforts for speed, learning, and focusLearn the ideal time to raise your "big round" of fundingGet on track with The Lean Series Presented by Eric Ries—bestselling author of The Lean Startup: How Today’s Entrepreneurs Use Continuous Innovation to Create Radically Successful Businesses—The Lean Series gives you solid footing in a proven methodology that will help your business succeed.