Machine learning has become an integral part of many commercial applications and research projects, but this field is not exclusive to large companies with extensive research teams. If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination. You'll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Muller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book. With this book, you'll learn: Fundamental concepts and applications of machine learning Advantages and shortcomings of widely used machine learning algorithms How to represent data processed by machine learning, including which data aspects to focus on Advanced methods for model evaluation and parameter tuning The concept of pipelines for chaining models and encapsulating your workflow Methods for working with text data, including text-specific processing techniques Suggestions for improving your machine learning and data science skills

Get the latest information about online GIS using ArcGIS apps and functionality. Capabilities of Web GIS keep expanding, and Getting to Know Web GIS, fifth edition, describes some of the most cutting-edge and exciting innovations. From publishing data as services and configuring engaging web and mobile apps to automation, scripting, and real-world applications, this book shares how to use the most current software and apps for using ArcGIS in the cloud. In the newest edition of Getting to Know Web GIS, you can work with the latest releases of ArcGIS Online, ArcGIS Pro, ArcGIS StoryMaps , and ArcGIS mobile apps. You can experience ArcGIS Experience Builder, ArcGIS Field Maps, ArcGIS Instant Apps, ArcGIS Image for ArcGIS Online, ArcGIS Mission, and the latest advances in artificial intelligence, virtual reality, and tools for spatial data science. No programming is required, but you can learn more about Web GIS programming in this book using JavaScript, webhooks, and ArcGIS Arcade. Use the fifth edition to: improve your online visual storytelling, work with 2D smart mapping and 3D web scenes, create informative web experiences and dashboards, support field operations and data collection using mobile apps, use new data science tools for spatial analysis and geoprocessing, detect objects using deep learning packages, program a triggered notification using a visual interface, and more. GIS expert, instructor, and author Pinde Fu provides lecture slides and additional resources in an online story using ArcGIS StoryMaps. Today's modern GIS is Web GIS-get onboard with one of the most interesting and creative areas of GIS

There's tremendous interest in building applications with Silverlight 2, but very little material demonstrating how to build data-driven solutions with the platform. This comprehensive tutorial teaches developers how to build data-rich applications with Silverlight 2 that draw on multiple sources of data, including how to implement "in-the-cloud" data access options. Packed with reusable examples, Data-Driven Services with Silverlight 2 offers valuable information on data binding controls, the LINQ data querying component, RESTful and WCF interfaces, cross-domain data, as well as Microsoft's new ADO.NET Data Servicesand the ADO.NET Entity Framework. With this book, you will: Learn how Silverlight 2 applications rely on data for binding, passing, reading, saving, querying, and presentation Discover how your application can call REST, web services, RSS, and HTTP services Design entities that can be passed to and from a Silverlight 2 application via WCF Apply data persistence techniques to Silverlight 2 applications Harness the power of RESTful web services such as Amazon and Twitter Learn how and when to use LINQ to SQL to query a data store Retrieve and save data, using the new Entity Framework and WCF Work with the RESTful ADO.NET Data Services to move data between your application and a database Learn how to build RESTful services and communicate with them from Silverlight 2

And more. Written by data access expert and MSDN Magazine columnist John Papa, Data-Driven Services with Silverlight 2 covers all of the Silverlight data access topics you need to know, including the real-world scenarios you're most likely to encounter. Examples will be available on the book's website atwww.silverlight2data.com.

This volume provides an overview and an understanding of REST (Representational State Transfer). Discussing the constraints of REST the book focuses on REST as a type of web architectural style. The focus is on applying REST beyond Web applications (i.e., in enterprise environments), and in reusing established and well-understood design patterns when doing so. The reader will be able to understand how RESTful systems can be designed and deployed, and what the results are in terms of benefits and challenges encountered in the process.

Since REST is relatively new as an approach for designing Web Services, the more advanced part of the book collects a number of challenges to some of the assumptions and constraints of REST, and looks at current research work on how REST can be extended and applied to scenarios that often are considered not to be a good match for REST.

This work will help readers to reach a deeper understanding of REST on a practical as well as on an advanced level.

Knowing the industry-standard animation and interactivity tool Adobe Animate CC (previously known as "Flash Professional") can help you get a foothold in the exciting web design and mobile app-development world. Learn Animate CC by building cool creative projects that will teach you how to: Design and animate vector artwork Compose an animated greeting card using HTML5 Build a promotional video with text and images animated in 3D Construct a working digital clock using ActionScript Design and code an interactive quiz for mobile devices This study guide uses more than 6 hours of video integrated with text to help you gain real-world skills that will get you started in your career designing and building interactive media using Adobe Animate CC. It lays the foundation for taking the Adobe Certified Associate (ACA) exam in Interactive Media Using Adobe Flash Professional CC (name correct at press time) and helps prepare you for an entry-level position in a competitive job market. Purchasing this book gives you access to valuable online extras. Follow the instructions in the book's "Getting Started" section to unlock access to: The Web Edition containing instructional video embedded in the complete text of the book with interactive review questions along with product updates Downloadable lesson file you need to work through the projects When creating the Adobe Certified Associate examination, Adobe conducted research to identify the foundational skills students need to effectively communicate using digital media tools. Based on feedback from educators, design professionals, businesses, and educational institutions around the world, the objectives cover entry-level skill expectations for each topic. The ACA exams have proved to be highly successful around the world. To create this new product, Peachpit and Adobe Press have joined forces with team of outstanding instructors who have a great track record getting students certified: Rob Schwartz and his colleagues at BrainBuffet.com Joseph Labrecque is a senior interactive software engineer at the University of Denver where he also teaches classes on Adobe Animate CC (formerly Flash Professional), web animation, graphics production, and mobile application design. Joseph is an Adobe Education Leader (AEL) and an Adobe Community Professional. He received the Adobe Education Impact Award in 2010 and currently serves on the AEL Advisory Board. Joseph produces written and video content for Adobe Press, Peachpit, O'Reilly, Lynda.com, and BrainBuffet.com. What you need to use this book: Adobe Animate CC (2015 release) software, for either Windows or Mac OS. (Software not included.)

In this book, John Hunt and Chris Loftus take you through the core technologies that make up the Enterprise Edition of the Java 2 platform (J2EE). They cover all the aspects of J2EE that both professionals and students need to know to build multi-tier enterprise applications in Java - the technologies, the design methodology and design patterns. Whether you are a professional or student, this book will help equip you with the skills you need to build enterprise wide applications in Java. Key Topics Includes design issues using J2EE patterns Covers all parts of the enterprise application J2EE Uses an integrated example that spans the chapters to be built up by the reader More accessible and less daunting than a lot of the competition A coherent whole, rather than independent separate chapters (as with some rivals) Features and Benefits Provides an overview of J2EE technologies and their benefits. Discusses architectural design issues using J2EE patterns. Looks at the issues of designing and building multi-tier J2EE applications. Includes fully worked examples, built up throughout the book, which enable you to quickly develop your own multi-tier applications. About the Authors: Dr. John Hunt is Technical Director at JayDeeTechnology Ltd. He runs industrial courses, including server-side Java technologies. He also leads development projects for government and blue chip organisations using Java, J2EE, XML and C#. Chris Loftus is a Teaching Fellow at the Department of Computer Science at the University of Wales, Aberystwyth. He has taught Java-based courses, including J2EE, both in university and industry.

Little known to many, R works just as well with JavaScript-this book delves into the various ways both languages can work together. The ultimate aim of this work is to put the reader at ease with inviting JavaScript in their data science workflow. In that respect the book is not teaching one JavaScript but rather we show how little JavaScript can greatly support and enhance R code. Therefore, the focus is on integrating external JavaScript libraries and no prior knowledge of JavaScript is required. Key Features: Easy to pick up. An entry way to learning JavaScript for R. Covers topics not covered anywhere else. Easy to follow along.

Little known to many, R works just as well with JavaScript-this book delves into the various ways both languages can work together. The ultimate aim of this work is to put the reader at ease with inviting JavaScript in their data science workflow. In that respect the book is not teaching one JavaScript but rather we show how little JavaScript can greatly support and enhance R code. Therefore, the focus is on integrating external JavaScript libraries and no prior knowledge of JavaScript is required. Key Features: Easy to pick up. An entry way to learning JavaScript for R. Covers topics not covered anywhere else. Easy to follow along.

This text is intended for a 1-semester CS1 course sequence. The Brief Version contains the first 18 chapters of the Comprehensive Version. The first 13 chapters are appropriate for preparing the AP Computer Science exam. For courses in Java Programming. A fundamentals-first introduction to basic programming concepts and techniques Designed to support an introductory programming course, Introduction to Java Programming and Data Structures, Brief Version teaches concepts of problem-solving and object-orientated programming using a fundamentals-first approach. Beginner programmers learn critical problem-solving techniques then move on to grasp the key concepts of object-oriented, GUI programming, advanced GUI and Web programming using JavaFX. This course approaches Java GUI programming using JavaFX, which has replaced Swing as the new GUI tool for developing cross-platform-rich Internet applications and is simpler to learn and use. The 11th edition has been completely revised to enhance clarity and presentation, and includes new and expanded content, examples, and exercises.

"Pro J2ME Polish: Open Source Wireless Java Tools Suite" is written for wireless and other mobile Java programmers who want to "polish" their efficiency and acquire in-depth knowledge about programming real-world J2ME applications. It also uncovers all common device limitations and quirks, and explains how these can be circumvented.

The book describes the open-source tools collection J2ME Polish, and shows how the tools can be used for creating professional J2ME applications. Building multiple devices and multiple locales is easy after studying this book. Author -->Robert Virkus--> offers tips about the more hidden features of J2ME Polish, like the logging framework, the preprocessor, and the game-engine. You will learn to polish up your applications with the powerful GUI that enables you to design standard J2ME applications with simple CSS text files. You'll also learn to write portable, fast applications while using all available features on your target devices simultaneously.

Your complete guide to the Joomla content management system

Whether you use Joomla to power a website, intranet, or blog, you'll need a good how-to reference on this complex, but not always intuitive, content management software. "Joomla Bible, Second Edition" is that book. It not only brings you up to speed on the changes and extensions that are now part of Joomla 3.0, it thoroughly covers functions and tasks, including installation, configuration, management, advanced modules, and extended coverage of two key extensions.

You'll learn how to obtain code and deploy it to a server; how to obtain, modify, and delete content; how to choose between the Joomla Platform and the Joomla CMS; and more. By the time you finish the "Joomla Bible, Second Edition," you'll be well prepared to build and maintain a Joomla -based website.Walks you through obtaining the Joomla 3.0 code and how to deploy it to a server, configure the site, create content, and manage content and user hierarchiesHelps you get the most out of core modules that provide advanced functionality, including the Polls Module, the Banner Manager, Content Syndication, Newsfeed Aggregation, and othersIncludes hands-on tutorials and real-world practical applications

Whether you're a content manager, website manager, developer, or do-it-yourselfer, make sure you keep "Joomla Bible, Second Edition" on hand.

"Blue Pelican Java" is a somewhat unusual high school computer science textbook. Most computer science texts will begin with a section on the history of computers followed with a flurry of definitions that are just "so many words" to the average student. The approach here is to first give the student some experience upon which to hang the definitions that come later. The usual practice of introducing classes and objects is deferred until the student has a firm grasp of the fundamentals (loops, decision structures, etc). Thus, the beginning student is not overwhelmed by the simultaneous introduction of OOPs and the fundamentals. The book includes plenty of exercises (many in "contest" form), programming projects, and a huge appendix.

A complete update covering the many advances to the XML language

The XML language has become the standard for writing documents on the Internet and is constantly improving and evolving. This new edition covers all the many new XML-based technologies that have appeared since the previous edition four years ago, providing you with an up-to-date introductory guide and reference. Packed with real-world code examples, best practices, and in-depth coverage of the most important and relevant topics, this authoritative resource explores both the advantages and disadvantages of XML and addresses the most current standards and uses of XML. Features the most updated content built on audience feedback from the previous edition as well as the vast knowledge from XML developer teams Boasts new chapters on RELAX NG and Schematron, XML functionality in databases, LINQ to XML, Jabber and XMLPP, XHTML, HTML5, and more Offers in-depth coverage on extracting data from XML and updated material on Web Services

"Beginning XML, Fifth Edition" delivers the most important aspects of XML in regard to what it is, how it works, what technologies surround it, and how it can best be used in a variety of situations.

This book is the official guide to Adobe (R) AIR[TM], written by members of the AIR team. With Adobe AIR, web developers can use technologies like HTML and JavaScript to build and deploy web applications to the desktop. Packed with examples, this book explains how AIR works and features recipes for performing common runtime tasks.
Part of the Adobe Developer Library, this concise pocket guide explains:
What Adobe AIR is, and the problems this runtime aims to solveHow to set up your development environmentThe HTML and JavaScript environments within AIRHow to create your first AIR application using HTML and JavaScriptWays to perform an array of common tasks with this runtime

Also included is a guide to AIR packages, classes, and command line tools. Once you understand the basics of building HTML- and JavaScript-based AIR applications, this book makes an ideal reference for tackling specific problems. It offers a quick introduction to a significant new development technology, which lets you combine the reach and ease of the Web with the power of the desktop.

How do you detangle a monolithic system and migrate it to a microservice architecture? How do you do it while maintaining business-as-usual? As a companion to Sam Newman's extremely popular Building Microservices, this new book details a proven method for transitioning an existing monolithic system to a microservice architecture. With many illustrative examples, insightful migration patterns, and a bevy of practical advice to transition your monolith enterprise into a microservice operation, this practical guide covers multiple scenarios and strategies for a successful migration, from initial planning all the way through application and database decomposition. You'll learn several tried and tested patterns and techniques that you can use as you migrate your existing architecture. Ideal for organizations looking to transition to microservices, rather than rebuild Helps companies determine whether to migrate, when to migrate, and where to begin Addresses communication, integration, and the migration of legacy systems Discusses multiple migration patterns and where they apply Provides database migration examples, along with synchronization strategies Explores application decomposition, including several architectural refactoring patterns Delves into details of database decomposition, including the impact of breaking referential and transactional integrity, new failure modes, and more

This book teaches anyone with a basic understanding of Java how to develop Android apps at a professional level. To start, it shows how to use the Eclipse IDE to code, test, and debug a Tip Calculator app for a smartphone or tablet. Then, it expands upon this app to show must-have Android skills such as working with layouts, widgets, events, themes, styles, menus, preferences, and fragments. Next, this book presents two more apps that illustrate Android skills you'll use every day, such as working with threads, files, adapters, intents, services, notifications, broadcast receivers, SQLite databases, content providers, and app widgets. Finally, this book presents an app that uses the Google Maps API and shows you how to submit your finished apps to the Google Play store. The real-world apps let you see how the skills you're learning work together, and they illustrate how and when you'd use each skill. And all the content is presented in Murach distinctive "paired-pages" style that developers find so clear and time-saving for both training and reference.

Image Processing and Acquisition using Python provides readers with a sound foundation in both image acquisition and image processing-one of the first books to integrate these topics together. By improving readers' knowledge of image acquisition techniques and corresponding image processing, the book will help them perform experiments more effectively and cost efficiently as well as analyze and measure more accurately. Long recognized as one of the easiest languages for non-programmers to learn, Python is used in a variety of practical examples. A refresher for more experienced readers, the first part of the book presents an introduction to Python, Python modules, reading and writing images using Python, and an introduction to images. The second part discusses the basics of image processing, including pre/post processing using filters, segmentation, morphological operations, and measurements. The second part describes image acquisition using various modalities, such as x-ray, CT, MRI, light microscopy, and electron microscopy. These modalities encompass most of the common image acquisition methods currently used by researchers in academia and industry. Features Covers both the physical methods of obtaining images and the analytical processing methods required to understand the science behind the images. Contains many examples, detailed derivations, and working Python examples of the techniques. Offers practical tips on image acquisition and processing. Includes numerous exercises to test the reader's skills in Python programming and image processing, with solutions to selected problems, example programs, and images available on the book's web page. New to this edition Machine learning has become an indispensable part of image processing and computer vision, so in this new edition two new chapters are included: one on neural networks and the other on convolutional neural networks. A new chapter on affine transform and many new algorithms. Updated Python code aligned to the latest version of modules.

Update your skill set for ES 6 and 7 with the ultimate JavaScript guide for pros Professional JavaScript for Web Developers is the essential guide to next-level JavaScript development. Written for intermediate-to-advanced programmers, this book jumps right into the technical details to help you clean up your code and become a more sophisticated JavaScript developer. From JavaScript-specific object-oriented programming and inheritance, to combining JavaScript with HTML and other markup languages, expert instruction walks you through the fundamentals and beyond. This new fourth edition has been updated to cover ECMAScript 6 and 7 (also known as ES2015 and ES2016) and the major re-imagination and departure from ES 5.1; new frameworks and libraries, new techniques, new testing tools, and more are explained in detail for the professional developer, with a practical focus that helps you put your new skills to work on real-world projects. The latest and most dramatic ES release is already being incorporated into JavaScript engines in major browsers; this, coupled with the rise in mobile web traffic increasing demand for responsive, dynamic web design, means that all web developers need to update their skills and this book is your ideal resource for quick, relevant guidance. * Get up to date with ECMAScript 6 and 7, new frameworks, and new libraries * Delve into web animation, emerging APIs, and build systems * Test more effectively with mocks, unit tests, functional tests, and other tools * Plan your builds for future ES releases Even if you think you know JavaScript, new ES releases bring big changes that will affect the way you work. For a professional-level update that doesn't waste time on coding fundamentals, Professional JavaScript for Web Developers is the ultimate resource to bring you up to speed.

Nowadays, Web applications are almost omnipresent. The Web has become a platform not only for information delivery, but also for eCommerce systems, social networks, mobile services, and distributed learning environments. Engineering Web applications involves many intrinsic challenges due to their distributed nature, content orientation, and the requirement to make them available to a wide spectrum of users who are unknown in advance. The authors discuss these challenges in the context of well-established engineering processes, covering the whole product lifecycle from requirements engineering through design and implementation to deployment and maintenance. They stress the importance of models in Web application development, and they compare well-known Web-specific development processes like WebML, WSDM and OOHDM to traditional software development approaches like the waterfall model and the spiral model. .

Learn to use JavaScript, the popular scripting language that allows web page authors to develop interactive web pages and sites. Carey/Vodnik's JAVASCRIPT FOR WEB WARRIORS, Seventh Edition introduces a variety of techniques that focus on what you need to know to begin using JavaScript right away. Step-by-step tasks within each chapter highlight particular techniques essential for building actual JavaScript programs. Guided activities reinforce skills and build in complexity as you progress. You also study debugging techniques. Using accompanying MindTap digital resources, you read and immediately practice with embedded JavaScript coding exercises in an authentic integrated development environment (IDE). Learning objectives, summaries, review and key terms highlight major concepts while reinforcement exercises let you further practice new techniques. After completing your course, you will able to use JavaScript to build professional quality web applications.

This book provides a high-level description, together with a mathematical and an experimental analysis, of Java and of the Java Virtual Machine (JVM), including a standard compiler of Java programs to JVM code and the security critical bytecode verifier component of the JVM. The description is structured into language layers and machine components. It comes with a natural executable refinement (written in AsmGofer and provided on CD ROM) which can be used for testing code. The method developed for this purpose is based on Abstract State Machines (ASMs) and can be applied to other virtual machines and to other programming languages as well. The book is written for advanced students and for professionals and practitioners in research and development who need a complete and transparent definition and an executable model of the language and of the virtual machine underlying its intended implementation.The CD ROM contains the entire text of the book and numerous examples and exercises.

Demystifying one of the most popular content management systems in use today, Drupal Web Profiles offers a complete introduction to the installation, configuration, and administration of Drupal versions 6 and 7. Filled with worked examples, step-by-step instructions, and hands-on projects, it provides readers with the tools to develop effective business web solutions using Drupal. The book supplies easy-to-follow instruction on the primary aspects of the Drupal framework-from basic installation, configuration, and administration to creating new functionality with custom modules and themes. Defining key Drupal terminology in a way that users and developers can easily understand, this project-based guide explains how to: Create an installation environment for Drupal as well as how to carry out the actual installation Build web applications using Drupal builds and profiles Add new content to a Drupal site and describe, classify, and organize content using the Taxonomy module Optimize Drupal performance with automatic throttling, bandwidth optimization, and page caching Customize Drupal themes and create, install, and debug modules The first five chapters describe how to install, configure, and administer a basic site using Drupal version 6 or 7. The next five chapters introduce Drupal profiles and explain how to get them set up and running. Supplying in-depth treatment of web analytics, including Google analytics, parsing Web logs, and node tagging, the book arms you with time-tested advice on how to monitor, analyze, and optimize the performance of your Drupal installation.

August 6, 2009 Author, Jon Kleinberg, was recently cited in the New York Times for his statistical analysis research in the Internet age. Algorithm Design introduces algorithms by looking at the real-world problems that motivate them. The book teaches students a range of design and analysis techniques for problems that arise in computing applications. The text encourages an understanding of the algorithm design process and an appreciation of the role of algorithms in the broader field of computer science.