Building Machine Learning Systems with Python


Willi Richert - 2013
    

Agile Retrospectives: Making Good Teams Great


Esther Derby - 2006
    The tools and recipes in this book will help you uncover and solve hidden (and not-so-hidden) problems with your technology, your methodology, and those difficult "people" issues on your team.Project retrospectives help teams examine what went right and what went wrong on a project. But traditionally, retrospectives (also known as "post-mortems") are only helpful at the end of the project--too late to help. You need agile retrospectives that are iterative and incremental. You need to accurately find and fix problems to help the team today.Now, Derby and Larsen show you the tools, tricks, and tips you need to fix the problems you face on a software development project on an on-going basis. You'll see how to architect retrospectives in general, how to design them specifically for your team and organization, how to run them effectively, how to make the needed changes, and how to scale these techniques up. You'll learn how to deal with problems, and implement solutions effectively throughout the project--not just at the end.With regular tune-ups, your team will hum like a precise, world-class orchestra.ContentsForwardPrefaceIntroduction1. Helping your team inspect and adapt2. A retrospective custom-fit for your team3. Leading retrospectives4. Activities to set the stage5. Activities to gather data6. Activities to gather insights7. Activities to decide what to do8. Activities to close the retrospective9. Releases and project retrospectives10. Make it soA1. Facilitation suppliesA2. Debriefing activitiesA3. Activities quick reference matrixA4. Resources for learning facilitation skillsA5. Bibliography

The Intelligent Web: Search, Smart Algorithms, and Big Data


Gautam Shroff - 2013
    These days, linger over a Web page selling lamps, and they will turn up at the advertising margins as you move around the Internet, reminding you, tempting you to make that purchase. Search engines such as Google can now look deep into the data on the Web to pull out instances of the words you are looking for. And there are pages that collect and assess information to give you a snapshot of changing political opinion. These are just basic examples of the growth of Web intelligence, as increasingly sophisticated algorithms operate on the vast and growing amount of data on the Web, sifting, selecting, comparing, aggregating, correcting; following simple but powerful rules to decide what matters. While original optimism for Artificial Intelligence declined, this new kind of machine intelligence is emerging as the Web grows ever larger and more interconnected.Gautam Shroff takes us on a journey through the computer science of search, natural language, text mining, machine learning, swarm computing, and semantic reasoning, from Watson to self-driving cars. This machine intelligence may even mimic at a basic level what happens in the brain.

Shape Up: Stop Running in Circles and Ship Work that Matters


Ryan Singer - 2019
    "This book is a guide to how we do product development at Basecamp. It’s also a toolbox full of techniques that you can apply in your own way to your own process.Whether you’re a founder, CTO, product manager, designer, or developer, you’re probably here because of some common challenges that all software companies have to face."

Principles of Marketing


Philip Kotler - 1980
    The 11th edition of this text continues to build on four major marketing themes: building and managing profitable customer relationships, building and managing strong brands to create brand equity, harnessing new marketing technologies in the digital age, and marketing in a socially responsible way around the globe.

The Efficiency Paradox: What Big Data Can't Do


Edward Tenner - 2018
    One of the great promises of the Internet and big data revolutions is the idea that we can improve the processes and routines of our work and personal lives to get more done in less time than ever before. There is no doubt that we're performing at higher scales and going faster than ever, but what if we're headed in the wrong direction?The Efficiency Paradox questions our ingrained assumptions about efficiency, persuasively showing how relying on the algorithms of platforms can in fact lead to wasted efforts, missed opportunities, and above all an inability to break out of established patterns. Edward Tenner offers a smarter way to think about efficiency, showing how we can combine artificial intelligence and our own intuition, leaving ourselves and our institutions open to learning from the random and unexpected.

In Search Of Excellence: Lessons from America's Best-Run Companies


Thomas J. Peters - 1982
    The "Greatest Business Book of All Time" (Bloomsbury UK), In Search of Excellence has long been a must-have for the boardroom, business school, and bedside table.Based on a study of forty-three of America's best-run companies from a diverse array of business sectors, In Search of Excellence describes eight basic principles of management -- action-stimulating, people-oriented, profit-maximizing practices -- that made these organizations successful.This phenomenal bestseller features a new Authors' Note, and reintroduces these vital principles in an accessible and practical way for today's management reader.

Value Proposition Design: How to Create Products and Services Customers Want


Alexander Osterwalder - 2013
    It shows you how to use the Value Proposition Canvas, a practical business tool to design, test, create, and manage products and services customers want. It compliments and perfectly integrates with the Business Model Canvasfrom "Business Model Generation" so you can succeed with great value propositions embedded in scalable and profitable business models.Practical exercises, process illustrations, and workshop suggestions help you immediately apply the tools in the book to your daily work. The book includes an online access to Strategyzer.com to complete and assess exercises interactively, learn from peers, and download pdfs, checklists, and more.You'll love "Value Proposition Design" if you've been overwhelmed by the task of true customer value creation, frustrated by unproductive product meetings and misaligned teams, involved in bold shiny projects that blew up, or simply disappointed by the failure of a good idea."Value Proposition Design" will help you successfully understand the patterns of value creation, leverage the experience and skills of your team, avoid wasting time with ideas that won't work, and guide you through the design and test of products and services that customers want.

Numbersense: How to Use Big Data to Your Advantage


Kaiser Fung - 2013
    Virtually every choice we make hinges on how someone generates data . . . and how someone else interprets it--whether we realize it or not.Where do you send your child for the best education? Big Data. Which airline should you choose to ensure a timely arrival? Big Data. Who will you vote for in the next election? Big Data.The problem is, the more data we have, the more difficult it is to interpret it. From world leaders to average citizens, everyone is prone to making critical decisions based on poor data interpretations.In Numbersense, expert statistician Kaiser Fung explains when you should accept the conclusions of the Big Data experts--and when you should say, Wait . . . what? He delves deeply into a wide range of topics, offering the answers to important questions, such as:How does the college ranking system really work?Can an obesity measure solve America's biggest healthcare crisis?Should you trust current unemployment data issued by the government?How do you improve your fantasy sports team?Should you worry about businesses that track your data?Don't take for granted statements made in the media, by our leaders, or even by your best friend. We're on information overload today, and there's a lot of bad information out there.Numbersense gives you the insight into how Big Data interpretation works--and how it too often doesn't work. You won't come away with the skills of a professional statistician. But you will have a keen understanding of the data traps even the best statisticians can fall into, and you'll trust the mental alarm that goes off in your head when something just doesn't seem to add up.Praise for NumbersenseNumbersense correctly puts the emphasis not on the size of big data, but on the analysis of it. Lots of fun stories, plenty of lessons learned--in short, a great way to acquire your own sense of numbers!Thomas H. Davenport, coauthor of Competing on Analytics and President's Distinguished Professor of IT and Management, Babson CollegeKaiser's accessible business book will blow your mind like no other. You'll be smarter, and you won't even realize it. Buy. It. Now.Avinash Kaushik, Digital Marketing Evangelist, Google, and author, Web Analytics 2.0Each story in Numbersense goes deep into what you have to think about before you trust the numbers. Kaiser Fung ably demonstrates that it takes skill and resourcefulness to make the numbers confess their meaning.John Sall, Executive Vice President, SAS InstituteKaiser Fung breaks the bad news--a ton more data is no panacea--but then has got your back, revealing the pitfalls of analysis with stimulating stories from the front lines of business, politics, health care, government, and education. The remedy isn't an advanced degree, nor is it common sense. You need Numbersense.Eric Siegel, founder, Predictive Analytics World, and author, Predictive AnalyticsI laughed my way through this superb-useful-fun book and learned and relearned a lot. Highly recommended! Tom Peters, author of In Search of Excellence

IT Savvy: What Top Executives Must Know to Go from Pain to Gain


Peter Weill - 2009
    But in many organizations, returns from IT investments are flatlining, even as technology spending has skyrocketed.These challenges call for new levels of IT savvy: the ability of all managers-IT or non-IT-to transform their company's technology assets into operational efficiencies that boost margins. Companies with IT-savvy managers are 20 percent more profitable than their competitors.In IT Savvy, Peter Weill and Jeanne Ross-two of the world's foremost authorities on using IT in business-explain how non-IT executives can acquire this savvy. Concise and practical, the book describes the practices, competencies, and leadership skills non-IT managers need to succeed in the digital economy. You'll discover how to:-Define your firm's operating model-how IT can help you do business-Revamp your IT funding model to support your operating model-Build a digitized platform of business processes, IT systems, and data to execute on the model-Determine IT decision rights-Extract more business value from your IT assetsPacked with examples and based on research into eighteen hundred organizations in more than sixty countries, IT Savvy is required reading for non-IT managers seeking to push their company's performance to new heights.

Linked: How Everything Is Connected to Everything Else and What It Means for Business, Science, and Everyday Life


Albert-László Barabási - 2002
    Albert-László Barabási, the nation’s foremost expert in the new science of networks and author of Bursts, takes us on an intellectual adventure to prove that social networks, corporations, and living organisms are more similar than previously thought. Grasping a full understanding of network science will someday allow us to design blue-chip businesses, stop the outbreak of deadly diseases, and influence the exchange of ideas and information. Just as James Gleick and the Erdos–Rényi model brought the discovery of chaos theory to the general public, Linked tells the story of the true science of the future and of experiments in statistical mechanics on the internet, all vital parts of what would eventually be called the Barabási–Albert model.

Making Innovation Work: How to Manage It, Measure It, and Profit from It


Tony Dávila - 2005
    It's crammed with examples and practical ideas that can trigger improvements in innovation, starting tomorrow!

The Starfish and the Spider: The Unstoppable Power of Leaderless Organizations


Ori Brafman - 2006
    But if you cut off a starfish’s leg it grows a new one, and the old leg can grow into an entirely new starfish.What’s the hidden power behind the success of Wikipedia, Craigslist, and Skype? What do eBay and General Electric have in common with the abolitionist and women’s rights movements? What fundamental choice put General Motors and Toyota on vastly different paths? How could winning a Supreme Court case be the biggest mistake MGM could have made?After five years of ground-breaking research, Ori Brafman and Rod Beckstrom share some unexpected answers, gripping stories, and a tapestry of unlikely connections. The Starfish and the Spider argues that organizations fall into two categories: traditional “spiders,” which have a rigid hierarchy and top-down leadership, and revolutionary “starfish,” which rely on the power of peer relationships.The Starfish and the Spider explores what happens when starfish take on spiders (such as the music industry vs. Napster, Kazaa, and the P2P services that followed). It reveals how established companies and institutions, from IBM to Intuit to the US government, are also learning how to incorporate starfish principles to achieve success. The book explores:* How the Apaches fended off the powerful Spanish army for 200 years* The power of a simple circle* The importance of catalysts who have an uncanny ability to bring people together * How the Internet has become a breeding ground for leaderless organizations* How Alcoholics Anonymous has reached untold millions with only a shared ideology and without a leaderThe Starfish and the Spider is the rare book that will change how you understand the world around you.

Do More Faster: Techstars Lessons to Accelerate Your Startup


David G. Cohen - 2010
    cities. Once a year in each city, it funds about ten Internet startups with a small amount of capital and surrounds them with around fifty top Internet entrepreneurs and investors. Historically, about seventy-five percent of the companies that go through TechStars raise a meaningful amount of angel or venture capital. Do More Faster: TechStars Lessons to Accelerate Your Startup is a collection of advice that comes from individuals who have passed through, or are part of, this proven program. Each vignette is an exploration of information often heard during the TechStars program and provides practical insights into early stage entrepreneurship.Contains seven sections, each focusing on a major theme within the TechStars program, including idea and vision, fundraising, legal and structure, and work/life balance Created by two highly regarded experts in the world of early stage investing Essays in each section come from the experienced author team as well as TechStar mentors, entrepreneurs, and founders of companies While you'll ultimately have to make your own decisions about what's right for your business, Do More Faster: TechStars Lessons to Accelerate Your Startup can get your entrepreneurial endeavor headed in the right direction.

Data Visualisation: A Handbook for Data Driven Design


Andy Kirk - 2016
    Scholars and students need to be able to analyze, design and curate information into useful tools of communication, insight and understanding. This book is the starting point in learning the process and skills of data visualization, teaching the concepts and skills of how to present data and inspiring effective visual design. Benefits of this book: A flexible step-by-step journey that equips you to achieve great data visualization.A curated collection of classic and contemporary examples, giving illustrations of good and bad practice Examples on every page to give creative inspiration Illustrations of good and bad practice show you how to critically evaluate and improve your own work Advice and experience from the best designers in the field Loads of online practical help, checklists, case studies and exercises make this the most comprehensive text available