Spark: The Definitive GuideLearn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals.
You'll explore the basic operations and common functions of Spark's structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. Developers and system administrators will learn the fundamentals of monitoring, tuning, and debugging Spark, and explore machine learning techniques and scenarios for employing MLlib, Spark's scalable machine-learning library.
Get a gentle overview of big data and Spark; Learn about DataFrames, SQL, and Datasets - Spark's core APIs - through worked examples; Dive into Spark's low-level APIs, RDDs, and execution of SQL and DataFrames; Understand how Spark runs on a cluster ...
Machine Learning and SecurityCan machine learning techniques solve our computer security problems and finally put an end to the cat-and-mouse game between attackers and defenders? Or is this hope merely hype? Now you can dive into the science and answer this question for yourself. With this practical guide, you'll explore ways to apply machine learning to security issues such as intrusion detection, malware classification, and network analysis.
Machine learning and security specialists Clarence Chio and David Freeman provide a framework for discussing the marriage of these two fields, as well as a toolkit of machine-learning algorithms that you can apply to an array of security problems. This book is ideal for security engineers and data scientists alike.
Learn how machine learning has contributed to the success of modern spam filters; Quickly detect anomalies, including breaches, fraud, and impending system failure; Conduct malware analysis by extracting useful information from computer binaries; Uncover at ...
Concurrency in GoConcurrency can be notoriously difficult to get right, but fortunately, the Go open source programming language makes working with concurrency tractable and even easy. If you're a developer familiar with Go, this practical book demonstrates best practices and patterns to help you incorporate concurrency into your systems.
Author Katherine Cox-Buday takes you step-by-step through the process. You'll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems. Learn the skills and tooling you need to confidently write and implement concurrent systems of any size.
Understand how Go addresses fundamental problems that make concurrency difficult to do correctly; Learn the key differences between concurrency and parallelism; Dig into the syntax of Go's memory synchronization primitives; Form patterns with these primitives to write maintainable concurrent code; Compose patterns into a series of ...
Articulating Design DecisionsTalking to people about your designs might seem like a basic skill, but it can be difficult to do efficiently and well. And, in many cases, how you communicate about your work with stakeholders, clients, and other non-designers is more critical than the designs themselves - simply because the most articulate person usually wins.
This practical guide focuses on principles, tactics, and actionable methods for presenting your designs. Whether you design UX, websites, or products, you'll learn how to win over anyone who has influence over the project - with the goal of creating the best experience for the end user.
Walk through the process of preparing for and presenting your designs; Understand stakeholder perspectives, and learn how to empathize with them; Cultivate both implicit and explicit listening skills; Learn tactics and formulas for expressing the most effective response to feedback; Discover why the way you follow through is just as crucial as the meeting itself; Educate y ...
Beginning JavaFX PlatformThe open source JavaFX platform offers a Java-based approach to rich Internet application (RIA) development-an alternative to Adobe Flash/Flex and Microsoft Silverlight. At over 100 million downloads, JavaFX is poised to be a significant player. ...
iOS 7 in ActionTo develop great apps you need a deep knowledge of iOS. You also need a finely tuned sense of what motivates 500 million loyal iPhone and iPad users. iOS 7 introduces many new visual changes, as well as better multitasking, dynamic motion effects, and much more. This book helps you use those features in apps that will delight your users. iOS 7 in Action is a hands-on guide that teaches you to create amazing native iOS apps. In it, you'll explore thoroughly explained examples that you can expand and reuse. If this is your first foray into mobile development, you'll get the skills you need to go from idea to app store. If you're already creating iOS apps, you'll pick up new techniques to hone your craft, and learn how to capitalize on new iOS 7 features. ...
Designing Forms for Microsoft Office InfoPath and Forms Services 2007Microsoft Office InfoPath 2007 offers breakthrough tools for gathering, managing, and integrating business-critical information, and creating efficient forms-driven processes. Two longtime members of Microsoft's InfoPath product team have written the first comprehensive, hands-on guide to building successful XML-based solutions with InfoPath 2007.
The book opens with a practical primer on the fundamentals of InfoPath form template design for information workers and application developers at all levels of experience. ...
Arduino Music and Audio ProjectsThis book is for musical makers and artists who want to gain knowledge and inspiration for your own amazing creations. "Grumpy Mike" Cook, co-author of several books on the Raspberry Pi and frequent answerer of questions of the Arduino forums, brings you a fun and instructive mix and simple and complex projects to help you understand how the Arduino can work with the MIDI system to create musical instruments and manipulate sound.
In Part I you'll find a set of projects to show you the possibilities of MIDI plus Arduino, covering both the hardware and software aspects of creating musical instruments. In Part II, you learn how to directly synthesize a wave form to create your own sounds with Arduino and concludes with another instrument project: the SpoonDuino. Finally, in Part III, you'll learn about signal processing with the Arduino Uno and the Due — how to create effects like delay, echo, pitch changes, and realtime backwards audio output.
If you want to learn more ...
Dreamweaver CS5.5 Mobile and Web Development with HTML5, CSS3, and jQueryCreate web pages in Dreamweaver using the latest technology and approach. Add multimedia and interactivity to your websites. Optimize your websites for a wide range of platforms and build mobile apps with Dreamweaver. A practical guide filled with many examples for making the best use of Dreamweaver's latest features. ...
Advanced Excel EssentialsAdvanced Excel Essentials is the only book for experienced Excel developers who want to channel their skills into building spreadsheet applications and dashboards. This book starts from the assumption that you are well-versed in Excel and builds on your skills to take them to an advanced level. It provides the building blocks of advanced development and then takes you through the development of your own advanced spreadsheet application. For the seasoned analyst, accountant, financial professional, management consultant, or engineer—this is the book you've been waiting for!
Author Jordan Goldmeier builds on a foundation of industry best practices, bringing his own forward-thinking approach to Excel and rich real-world experience, to distill a unique blend of advanced essentials. ...