Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    Moms in particular will welcome this trend.  A full 60% wish they had a flexible work option. But companies see advantages too in the way remote work increases their talent pool, reduces turnover, lessens their real estate footprint, and improves the ability to conduct business across multiple time zones, to name just a few advantages.  In Remote, inconoclastic authors Fried and Hansson will convince readers that letting all or part of work teams function remotely is a great idea--and they're going to show precisely how a remote work setup can be accomplished.

    In fact, generating accurate estimates is straightforward—once you understand the art of creating them.In his highly anticipated book, acclaimed author Steve McConnell unravels the mystery to successful software estimation—distilling academic information and real-world experience into a practical guide for working software professionals. Instead of arcane treatises and rigid modeling techniques, this guide highlights a proven set of procedures, understandable formulas, and heuristics that individuals and development teams can apply to their projects to help achieve estimation proficiency.

    The authors explain each category of vulnerability using real-world examples, screen shots and code extracts. The book is extremely practical in focus, and describes in detail the steps involved in detecting and exploiting each kind of security weakness found within a variety of applications such as online banking, e-commerce and other web applications. The topics covered include bypassing login mechanisms, injecting code, exploiting logic flaws and compromising other users. Because every web application is different, attacking them entails bringing to bear various general principles, techniques and experience in an imaginative way. The most successful hackers go beyond this, and find ways to automate their bespoke attacks. This handbook describes a proven methodology that combines the virtues of human intelligence and computerized brute force, often with devastating results.The authors are professional penetration testers who have been involved in web application security for nearly a decade. They have presented training courses at the Black Hat security conferences throughout the world. Under the alias "PortSwigger," Dafydd developed the popular Burp Suite of web application hack tools.

    Designing sites that foster user interaction and community-building is a valuable skill for web developers and designers today, but it's not that easy to understand the nuances of the social web. Now you have help. Christian Crumlish and Erin Malone share hard-won insights into what works, what doesn't, and why. You'll learn how to balance opposing factions and grow healthy online communities by co-creating them with your users.Understand the overarching principles you need to consider for every website you createLearn basic design patterns for adding social components to an existing siteRein in misbehaving users on an active community siteBuild a social experience around a product or service and invite people to joinDevelop a social utility without having to build an entirely new infrastructureEnable users of your site's content to interact with one anotherOffer your members the opportunity to connect in the real worldLearn to recognize and avoid antipatterns: emergent bad practices in the social network and social media space

    You'll discover the power of storytelling and the way to make data a pivotal point in your story. The lessons in this illuminative text are grounded in theory, but made accessible through numerous real-world examples--ready for immediate application to your next graph or presentation.Storytelling is not an inherent skill, especially when it comes to data visualization, and the tools at our disposal don't make it any easier. This book demonstrates how to go beyond conventional tools to reach the root of your data, and how to use your data to create an engaging, informative, compelling story. Specifically, you'll learn how to:Understand the importance of context and audience Determine the appropriate type of graph for your situation Recognize and eliminate the clutter clouding your information Direct your audience's attention to the most important parts of your data Think like a designer and utilize concepts of design in data visualization Leverage the power of storytelling to help your message resonate with your audience Together, the lessons in this book will help you turn your data into high impact visual stories that stick with your audience. Rid your world of ineffective graphs, one exploding 3D pie chart at a time. There is a story in your data--Storytelling with Data will give you the skills and power to tell it!

    This book aims to minimize the complexity of user-centered design for the Web with explanations and illustrations that focus on ideas rather than tools or techniques.

    This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    The language features full support for regular expressions, object-oriented modules, network programming, and process management. Perl is extensible, and supports modular, cross-platform development.In "Effective Perl Programming," Perl experts Joseph Hall and Randal Schwartz share programming solutions, techniques, programming pointers, rules of thumb, and the pitfalls to avoid, enabling you to make the most of Perl's power and capabilities.The authors will help you develop a knack for the right ways to do things. They show you how to solve problems with Perl, and how to debug and improve your Perl programs. Offering examples, they help you learn good Perl style. Geared for programmers who have already acquired Perl basics, the book will extend your skill range, providing the tactics and deeper understanding you need to create Perl programs that are more elegant, effective, and succinct. This book also speaks to those who want to become more fluent, expressive, and individualistic Perl programmers.To help you design and write effective Perl progams, Effective Perl Programming includes: Perl basics Idiomatic Perl Regular expressions Subroutines References Debugging Usage of packages and modules Object-oriented programming Useful and interesting Perl miscellanyNumerous thought-provoking examples appear throughout the book, highlighting many of the subtleties that make Perl such a fascinating, fun, and effective language to work with.

    With "Web Design For Dummies," you will be able to design your own Web site like a pro.Web design requires many programs to make a Website attractive and fun, including: Using Web editors like DreamweaverImage editing tools like Photoshop elementsDrawing utensils like IllustratorBackground markup and scripting languages like HTML and CSSThis fun guide covers all of the topics that every aspiring Web designer should know. This book offers advice on: Designing for your audienceBuilding a solid framework for easy navigationCreating appealing graphics that work with the siteChoosing the proper type and colorsTweaking the HTML to make everything work correctlyApplying next-step technologies including JavaScriptParlaying your skills into paid workWith expert guidance from Lisa Lopuck, a pioneer in interactive media design and the Senior Producer at Disney, you will be creating superb Web pages that will charm and impress all of your visitors

    The term 'hacker' has been redefined to consist of anyone who has an insatiable curiosity as to how things work--and how they can try to make them better. This book is aimed at hackers of all skill levels and explains the classical principles and techniques behind beautiful designs by deconstructing those designs in order to understand what makes them so remarkable. Author and designer David Kadavy provides you with the framework for understanding good design and places a special emphasis on interactive mediums. You'll explore color theory, the role of proportion and geometry in design, and the relationship between medium and form. Packed with unique reverse engineering design examples, this book inspires and encourages you to discover and create new beauty in a variety of formats. Breaks down and studies the classical principles and techniques behind the creation of beautiful design. Illustrates cultural and contextual considerations in communicating to a specific audience. Discusses why design is important, the purpose of design, the various constraints of design, and how today's fonts are designed with the screen in mind. Dissects the elements of color, size, scale, proportion, medium, and form. Features a unique range of examples, including the graffiti in the ancient city of Pompeii, the lack of the color black in Monet's art, the style and sleekness of the iPhone, and more.By the end of this book, you'll be able to apply the featured design principles to your own web designs, mobile apps, or other digital work.

    By “reverse engineering the fastest growing company in the history of the world,” author Jeff Jarvis, proprietor of Buzzmachine.com, one of the Web’s most widely respected media blogs, offers indispensible strategies for solving the toughest new problems facing businesses today. With a new afterword from the author, What Would Google Do? is the business book that every leader or potential leader in every industry must read.

    I found this book unique in its capacity to benefit executives, planning staff, and students of strategy alike." -- Robert L. Joss, Dean of the Graduate School of Business, Stanford University Create successful strategies for today's dynamic business environment It isn't your Dad's (or Mom's) marketplace any more. Business environments once seemed quite stable and simple. Today, every market can be described as dynamic, and you need to adapt your strategies in order to counter the threats and maximize your opportunities. The Eighth Edition of Strategic Market Management is designed to give you the strategic management tools you need to meet the challenges created by the dynamic nature of markets. Using a variety of concepts and methods such as strategic questions, portfolio models, and scenario analysis, the book outlines the five competencies that spark successful, ongoing strategizing: Strategic analysis--With an emphasis on external market analysis, this new edition illustrates a structured approach to understanding the customer, the competitor, and important trends that you can apply to your strategic decision making Stimulating and managing innovation--Understand different types of innovation and deal with the organizational challenges involved in bringing innovations to market Managing multiple businesses--Know how to allocate resources towards businesses of the future and away from businesses that lack growth potential Creating advantage--Take a long-term perspective to develop truly sustainable competitive advantages (SCAs) Developing growth strategies--Gain the skills to energize, leverage, globalize the business, or create new businesses Significantly revised, with a wealth of new and updated material, Strategic Market Management, 8th Edition remains the most authoritative guide to creating business strategies that will be relevant and compelling to customers, sustainable even in face of competitive attack, and maximize the assets and competencies of your organization.

    Today we're all digital explorers, seeking out online ratings, peer reviews, videos, and in-depth product details as we move down the path to purchase. At Google, we call this online decision-making moment the Zero Moment of Truth-or simply ZMOT. Download "Winning the Zero Moment of Truth", a free, powerful new video-enhanced eBook by Jim Lecinski, Managing Director of US Sales & Service and Chief ZMOT Evangelist at Google. Jim shares how to get ahead at this critical new marketing moment, supported by exclusive market research, personal stories, and insights from C-level executives at global leaders like General Electric, Johnson & Johnson, and VivaKi. If you're a marketer, a CEO, a sales rep, or an aspiring entrepreneur, this video-enhanced eBook will help you understand this shift in the marketing landscape and show you the strategies it takes to win.

    Now a #1 Amazon Best Seller, this step-by-step guide by expert Sarah McHarry will walk you through the essential first steps to creating your own website or blog. In the book's Quick Start Guide, Sarah shows you how to make a website with WordPress in eight easy lessons. In the In-Depth Guide, Sarah introduces you to some of the more advanced techniques to help you develop your WordPress website into a fully functional, professional web presence. What you'll learn in this book:How to get your domain and the right WordPress hostingHow to install WordPress with a few clicks of the mouseHow to design a professional-looking WordPress websiteAdding posts and pagesHow to use graphics and imagesAll about themes, plugins and widgets... and lots more...Important: this guide is up-to-date for the current release of WordPress 3.3.1!Whether you want a simple WordPress blog or a full-blown ecommerce site, Sarah's 'WordPress To Go' will start you off on the right foot.