They are typically used to categorize something based on other data that you have. The purpose of this book is to help you understand how Random Forests work, as well as the different options that you have when using them to analyze a problem. Additionally, since Decision Trees are a fundamental part of Random Forests, this book explains how they work. This book is focused on understanding Random Forests at the conceptual level. Knowing how they work, why they work the way that they do, and what options are available to improve results. This book covers how Random Forests work in an intuitive way, and also explains the equations behind many of the functions, but it only has a small amount of actual code (in python). This book is focused on giving examples and providing analogies for the most fundamental aspects of how random forests and decision trees work. The reason is that those are easy to understand and they stick with you. There are also some really interesting aspects of random forests, such as information gain, feature importances, or out of bag error, that simply cannot be well covered without diving into the equations of how they work. For those the focus is providing the information in a straight forward and easy to understand way.

    Stylin with CSS teaches you everything you need to know start using CSS in your web development work, from the basics of markup of your content and styling text, through to creating multi-column page layouts without the use of tables. Learn how to create interface components, such as drop-down menus, navigation links, and animated graphical buttons, using only CSS no JavaScript required. Discover how to design code that will work on the latest standard-compliant browsers, while working around the quirks of the older browsers. With a mastery of CSS, your web design capabilities will move to a new level, and everything you need to know to get your started and build your skills is right here in this book. You ll be stylin in no time!"

    We give you step-by-step instructions on how to do things that you won’t find anywhere else.In over 30 articles and over 18,000 words, this guidebook covers...Maximizing Battery LifeUsing the Camera for Taking Pictures and VideoReplacing the CarouselUsing Text-to-Speech for BooksParental Controls and Preventing Unintentional PurchasesSending free text messagesSetting up and using 4G LTE Wireless InternetSideloading apps and booksOrganizing your books into foldersSetting up EmailSending Documents to the Fire HDX...and much more! Don't miss out on your best chance to master your new Kindle Fire HDX!

    NOTE: this Alpha Edition is missing some chapters and may contain errors. See http://saasbook.info for details.

    On Twitter, word can spread faster than wildfire. Companies no longer have the option of ignoring the conversation. Unlike other hot social media spaces, "Twitterville" is dominated by professionals, not students. And despite its size, it still feels like a small town. Twitter allows people to interact much the way they do face-to-face, honestly and authentically. One minute, you re com- plaining about the weather with local friends, the next, you re talking shop with a colleague based halfway across the globe. No matter where you re from or what you do for a living, you will find conversations on Twitter that are valuable. Despite the millions of people joining the site, you ll quickly find the ones who can make a difference to you. Social media writer Shel Israel shares revealing stories of "Twitterville" residents, from CEOs to the student who became the first to report the devastation of the Szechuan earthquake; from visionaries trying to raise money for a cause to citizen journalists who outshine traditional media companies. Israel introduces you to trailblazers such as: . Frank Eliason, who used Twitter to reverse Comcast s blemished customer service reputation . Bill Fergus, who was on the team at Henry Ford Medical Center during the first live tweeted surgery . Scott Monty, social media officer for Ford, who held off a mob of misinformed Ranger fans and averted a PR crisis . Connie Reece, who used Twitter to raise tens of thousands of dollars for cancer patients in need . The Coffee Groundz, a Houston-area coffee shop that uses Twitter to pack the tables (and fight off Starbucks) "Twitterville" features many true stories as dramatic as these. But it also recounts those of ordinary businesspeople who use Twitter to get closer to their customers. And it explains how global neighborhoods will make geography increasingly irrelevant. It even explains why people sometimes really do care what you had for lunch."

    At $29 and cheaper than a good pizza, you will get the book in its current partial form, along with all future chapters, updates, and fixes for free. As of the day I wrote this description, Code Bright had 130 pages and was just getting started. To give you some perspective on how detailed it is, Code Happy was 127 pages in its complete state. Want to know more? Carry on reading.Welcome back to Laravel. Last year I wrote a book about the Laravel PHP framework. It started as a collection of tutorials on my blog, and eventually became a full book. I definitely didn’t expect it to be as popular as it was. Code Happy has sold almost 3000 copies, and is considered to be one of the most valuable resourcesfor learning the Laravel framework.Code Bright is the spiritual successor to Code Happy. The framework has grown a lot in the past year, and has changed enough to merit a new title. With Code Bright I hope to improve on Code Happy with every way, my goal is, to once again, build the most comprehensive learning experience for the framework. Oh, and to still be funny. That’s very important to me.Laravel Code Bright will contain a complete learning experience for all of the framework’s features. The style of writing will make it approachable for beginners, and a wonderful reference resource for experienced developers alike.You see, people have told me that they enjoyed reading Code Happy, not only for its educational content, but for its humour, and for my down to earth writing style. This is very important to me. I like to write my books as if we were having a conversation in a bar.When I wrote Code Happy last year, I was simply a framework enthusiast. One of the first to share information about the framework. However, since then I have become a committed member of the core development team. Working directly with the framework author to make Laravel a wonderful experience for the developers of the world.One other important feature of both books, is that they are published while in progress. This means that the book is available in an incomplete state, but will grow over time into a complete title. All future updates will be provided for free.What this means is that I don’t have to worry about deadlines, or a fixed point of completion. It leads to less stress and better writing. If I think of a better way to explain something, I can go back and change it. In a sense, the book will never be completed. I can constantly add more information to it, until it becomes the perfect resource.Given that this time I am using the majority of my spare time to write the title (yes, I have a full time job too!), I have raised the price a little to justify my invested time. I was told by many of my past readers that they found the previous title very cheap for the resource that it grew into, so if you are worried about the new price, then let me remind you what you will get for your 29 bucks.The successor to Code Happy, seen by many as the #1 learning resource for the Laravel PHP framework.An unending source of information, chapters will be constantly added as needed until the book becomes a giant vault of framework knowledge.Comedy, and a little cheesy, but very friendly writing.

    It is through an understanding of service design that truly service-oriented solution logic can be created in support of achieving the strategic goals associated with SOA and service-oriented computing. Bestselling SOA author Thomas Erl guides you through a comprehensive, insightful, and visually rich exploration of the service-orientation design paradigm, revealing exactly how services should and should not be designed for real-world SOA. concise introduction to SOA and service-oriented computing concepts and benefits* A thorough exploration of the service-orientation design paradigm as represented by eight specific design principles* A comparison of service-oriented and object-oriented concepts and principles and a clear definition of what qualifies as service-oriented logic* Detailed coverage of four different forms of service-related design granularity* An exhaustive examination of service contracts, with an emphasis on standardization, abstraction, and the utilization of WS-Policy, XML Schema, and WSDL definitions* A comprehensive study of various forms of service-related coupling with an emphasis on the requirements to attaining a suitable level of loose coupling.* achieve truly agnostic and reusable service logic* Techniques for maximizing service reliability, scalability, and performance by instilling high levels of autonomy and emphasizing stateless design* Approaches for positioning services as highly discoverable and interpretable enterprise resources* Unprecedented coverage of how to design services for participation in complex compositions* The definition of concrete links between each design principle and the strategic goals and benefits of SOA and service-oriented computing* Numerous cross-references to key design patterns documented separately in SOA: Design Patterns www.soabooks.com supplements this book with a variety of resources, including content updates, corrections, and sample chapters from other books. www.soaspecs.com provides further support by establishing a descriptive portal to industry specifications referenced in all of the series titles. www.soaglossary.com establishes a master glossary for all SOA titles in this series. www.prenhallprofessional.comwww.soabo... Foreword Chapter 1: OverviewChapter 2: Case Study Background Pa

    From your first steps of learning about WordPress all the way through maintaining a site throughout the years, this book is packed with truly practical information.

    

    

    He recruits the beautiful, resourceful Evie, but they slowly get in over their heads as they begin to suspect the proprietor of a highly prominent, far-right website. The man, already one of the most influential in Washington D.C., is about to become all-powerful: he’s just been given incriminating dirt on the President of the United States. Frankie and Evie now find themselves in a cat and mouse battle with the future of the country at stake.

    In the social media age, you need a modern roadmap for creating and cultivating meaningful connections to stand out from the crowd and achieve any of your goals, no matter how big or small.In Build Your Dream Network, acclaimed business columnist and networking expert J. Kelly Hoey offers a fresh new approach to mastering this timeworn skill in a world where everyone is posting, liking, and friending fast and furiously, but many are failing to leverage their connections successfully. Hoey presents innovative strategies for forming strong relationships--the genuine, mutually beneficial, long-lasting kind--using all of the social tools at your disposal. She also reveals creative and surprisingly simple ways to harness the power of your network to accomplish any ambition, from landing your dream job or a coveted account or client to successfully crowdfunding a new business venture. Build Your Dream Network will help you:- Determine the most effective ways to connect with others so you don't clutter your calendar with dead-end coffee dates and informational interviews- Synchronize IRL networking efforts with your digital outreach - Turn "closed door" conversations into strong personal relationships and business opportunities- Eliminate FOMO by keeping your networking efforts focusedPacked with infographics, flowcharts, and encouraging advice, Build Your Dream Network shows how small adjustments in your daily routine, generosity, and goal-focused efforts are all it takes to set you apart and ignite the powerful connections that will lead to major opportunities for success.

    When working hand-in-hand, they serve as the standard for the rapid development of dynamic, database-driven websites. This combination is so popular, in fact, that it's attracting manyprogramming newbies who come from a web or graphic design background and whose first language is HTML. If you fall into this ever-expanding category, then this book is for you."Learning PHP and MySQL" starts with the very basics of the PHP language, including strings and arrays, pattern matching and a detailed discussion of the variances in different PHP versions. Next, it explains how to work with MySQL, covering information on SQL data access for language and data fundamentals like tables and statements.Finally, after it's sure that you've mastered these separate concepts, the book shows you how to put them together to generate dynamic content. In the process, you'll also learn about error handling, security, HTTP authentication, and more.If you're a hobbyist who is intimidated by thick, complex computer books, then this guide definitely belongs on your shelf. "Learning PHP and MySQL" explains everything--from basic concepts to the nuts and bolts of performing specific tasks--in plain English.Part of O'Reilly's bestselling Learning series, the book is an easy-to-use resource designed specifically for newcomers. It's also a launching pad for future learning, providing you with a solid foundation for more advanced development.

    Stealing the Network: How to Own a Shadow is the final book in Syngress ground breaking, best-selling, Stealing the Network series. As with previous title, How to Own a Shadow is a fictional story that demonstrates accurate, highly detailed scenarios of computer intrusions and counter-strikes. In How to Own a Thief, Knuth, the master-mind, shadowy figure from previous books, is tracked across the world and the Web by cyber adversaries with skill to match his own. Readers will be amazed at how Knuth, Law Enforcement, and Organized crime twist and torque everything from game stations, printers and fax machines to service provider class switches and routers steal, deceive, and obfuscate. From physical security to open source information gathering, Stealing the Network: How to Own a Shadow will entertain and educate the reader on every page. The book s companion Web site will also provide special, behind-the-scenes details and hacks for the reader to join in the chase for Knuth. . The final book in the Stealing the Network series will be a must read for the 50,000 readers worldwide of the first three titles . The companion Web site to the book will provide challenging scenarios from the book to allow the reader to track down Knuth . Law enforcement and security professionals will gain practical, technical knowledge for apprehending the most supplicated cyber-adversaries

    It describes how to index your data, including types you definitely need to know such as MS Word, PDF, HTML, and XML. It introduces you to searching, sorting, filtering, and highlighting search results.Lucene powers search in surprising placesWhat's Inside- How to integrate Lucene into your applications- Ready-to-use framework for rich document handling- Case studies including Nutch, TheServerSide, jGuru, etc.- Lucene ports to Perl, Python, C#/.Net, and C++- Sorting, filtering, term vectors, multiple, and remote index searching- The new SpanQuery family, extending query parser, hit collecting- Performance testing and tuning- Lucene add-ons (hit highlighting, synonym lookup, and others)