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Book The Apache Ignite Book

Download or read book The Apache Ignite Book written by Michael Zheludkov and published by Lulu.com. This book was released on 2019-02-25 with total page 642 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apache Ignite is one of the most widely used open source memory-centric distributed, caching, and processing platform. This allows the users to use the platform as an in-memory computing framework or a full functional persistence data stores with SQL and ACID transaction support. On the other hand, Apache Ignite can be used for accelerating existing Relational and NoSQL databases, processing events & streaming data or developing Microservices in fault-tolerant fashion. This book addressed anyone interested in learning in-memory computing and distributed database. This book intends to provide someone with little to no experience of Apache Ignite with an opportunity to learn how to use this platform effectively from scratch taking a practical hands-on approach to learning. Please see the table of contents for more details.

Book Apache Ignite Quick Start Guide

Download or read book Apache Ignite Quick Start Guide written by Sujoy Acharya and published by Packt Publishing Ltd. This book was released on 2018-11-30 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build efficient, high-performance & scalable systems to process large volumes of data with Apache Ignite Key FeaturesUnderstand Apache Ignite's in-memory technologyCreate High-Performance app components with IgniteBuild a real-time data streaming and complex event processing systemBook Description Apache Ignite is a distributed in-memory platform designed to scale and process large volume of data. It can be integrated with microservices as well as monolithic systems, and can be used as a scalable, highly available and performant deployment platform for microservices. This book will teach you to use Apache Ignite for building a high-performance, scalable, highly available system architecture with data integrity. The book takes you through the basics of Apache Ignite and in-memory technologies. You will learn about installation and clustering Ignite nodes, caching topologies, and various caching strategies, such as cache aside, read and write through, and write behind. Next, you will delve into detailed aspects of Ignite’s data grid: web session clustering and querying data. You will learn how to process large volumes of data using compute grid and Ignite’s map-reduce and executor service. You will learn about the memory architecture of Apache Ignite and monitoring memory and caches. You will use Ignite for complex event processing, event streaming, and the time-series predictions of opportunities and threats. Additionally, you will go through off-heap and on-heap caching, swapping, and native and Spring framework integration with Apache Ignite. By the end of this book, you will be confident with all the features of Apache Ignite 2.x that can be used to build a high-performance system architecture. What you will learnUse Apache Ignite’s data grid and implement web session clusteringGain high performance and linear scalability with in-memory distributed data processingCreate a microservice on top of Apache Ignite that can scale and performPerform ACID-compliant CRUD operations on an Ignite cacheRetrieve data from Apache Ignite’s data grid using SQL, Scan and Lucene Text queryExplore complex event processing concepts and event streamingIntegrate your Ignite app with the Spring frameworkWho this book is for The book is for Big Data professionals who want to learn the essentials of Apache Ignite. Prior experience in Java is necessary.

Book High Performance in memory computing with Apache Ignite

Download or read book High Performance in memory computing with Apache Ignite written by Shamim bhuiyan and published by Lulu.com. This book was released on 2017-04-08 with total page 360 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers a verity of topics, including in-memory data grid, highly available service grid, streaming (event processing for IoT and fast data) and in-memory computing use cases from high-performance computing to get performance gains. The book will be particularly useful for those, who have the following use cases: 1) You have a high volume of ACID transactions in your system. 2) You have database bottleneck in your application and want to solve the problem. 3) You want to develop and deploy Microservices in a distributed fashion. 4) You have an existing Hadoop ecosystem (OLAP) and want to improve the performance of map/reduce jobs without making any changes in your existing map/reduce jobs. 5) You want to share Spark RDD directly in-memory (without storing the state into the disk) 7) You are planning to process continuous never-ending streams and complex events of data. 8) You want to use distributed computations in parallel fashion to gain high performance.

Book The Wrath of Cochise

    Book Details:
  • Author : Terry Mort
  • Publisher : Simon and Schuster
  • Release : 2021-11-15
  • ISBN : 1639361340
  • Pages : 279 pages

Download or read book The Wrath of Cochise written by Terry Mort and published by Simon and Schuster. This book was released on 2021-11-15 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: In February 1861, the twelve-year-old son of Arizona rancher John Ward was kidnapped by Apaches. What followed would ignite a Southwestern frontier war between the Chiricahuas and the US Army that would last twenty-five years. In the days following the initial melee, innocent passersby would be taken as hostages on both sides, and almost all of them would be brutally slaughtered. Thousands of lives would be lost, the economies of Arizona and New Mexico would be devastated, and in the end, the Chiricahua way of life would essentially cease to exist. In a gripping narrative that often reads like an old-fashioned Western novel, Terry Mort explores the collision of these two radically different cultures in a masterful account of one of the bloodiest conflicts in our frontier history.

Book Learning Apache Apex

    Book Details:
  • Author : Thomas Weise
  • Publisher : Packt Publishing Ltd
  • Release : 2017-11-30
  • ISBN : 1788294114
  • Pages : 282 pages

Download or read book Learning Apache Apex written by Thomas Weise and published by Packt Publishing Ltd. This book was released on 2017-11-30 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Designing and writing a real-time streaming publication with Apache Apex About This Book Get a clear, practical approach to real-time data processing Program Apache Apex streaming applications This book shows you Apex integration with the open source Big Data ecosystem Who This Book Is For This book assumes knowledge of application development with Java and familiarity with distributed systems. Familiarity with other real-time streaming frameworks is not required, but some practical experience with other big data processing utilities might be helpful. What You Will Learn Put together a functioning Apex application from scratch Scale an Apex application and configure it for optimal performance Understand how to deal with failures via the fault tolerance features of the platform Use Apex via other frameworks such as Beam Understand the DevOps implications of deploying Apex In Detail Apache Apex is a next-generation stream processing framework designed to operate on data at large scale, with minimum latency, maximum reliability, and strict correctness guarantees. Half of the book consists of Apex applications, showing you key aspects of data processing pipelines such as connectors for sources and sinks, and common data transformations. The other half of the book is evenly split into explaining the Apex framework, and tuning, testing, and scaling Apex applications. Much of our economic world depends on growing streams of data, such as social media feeds, financial records, data from mobile devices, sensors and machines (the Internet of Things - IoT). The projects in the book show how to process such streams to gain valuable, timely, and actionable insights. Traditional use cases, such as ETL, that currently consume a significant chunk of data engineering resources are also covered. The final chapter shows you future possibilities emerging in the streaming space, and how Apache Apex can contribute to it. Style and approach This book is divided into two major parts: first it explains what Apex is, what its relevant parts are, and how to write well-built Apex applications. The second part is entirely application-driven, walking you through Apex applications of increasing complexity.

Book Apache Hive Essentials

    Book Details:
  • Author : Dayong Du
  • Publisher : Packt Publishing Ltd
  • Release : 2018-06-30
  • ISBN : 1789136512
  • Pages : 203 pages

Download or read book Apache Hive Essentials written by Dayong Du and published by Packt Publishing Ltd. This book was released on 2018-06-30 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book takes you on a fantastic journey to discover the attributes of big data using Apache Hive. Key Features Grasp the skills needed to write efficient Hive queries to analyze the Big Data Discover how Hive can coexist and work with other tools within the Hadoop ecosystem Uses practical, example-oriented scenarios to cover all the newly released features of Apache Hive 2.3.3 Book Description In this book, we prepare you for your journey into big data by frstly introducing you to backgrounds in the big data domain, alongwith the process of setting up and getting familiar with your Hive working environment. Next, the book guides you through discovering and transforming the values of big data with the help of examples. It also hones your skills in using the Hive language in an effcient manner. Toward the end, the book focuses on advanced topics, such as performance, security, and extensions in Hive, which will guide you on exciting adventures on this worthwhile big data journey. By the end of the book, you will be familiar with Hive and able to work effeciently to find solutions to big data problems What you will learn Create and set up the Hive environment Discover how to use Hive's definition language to describe data Discover interesting data by joining and filtering datasets in Hive Transform data by using Hive sorting, ordering, and functions Aggregate and sample data in different ways Boost Hive query performance and enhance data security in Hive Customize Hive to your needs by using user-defined functions and integrate it with other tools Who this book is for If you are a data analyst, developer, or simply someone who wants to quickly get started with Hive to explore and analyze Big Data in Hadoop, this is the book for you. Since Hive is an SQL-like language, some previous experience with SQL will be useful to get the most out of this book.

Book Programming Persistent Memory

Download or read book Programming Persistent Memory written by Steve Scargall and published by Apress. This book was released on 2020-01-09 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Beginning and experienced programmers will use this comprehensive guide to persistent memory programming. You will understand how persistent memory brings together several new software/hardware requirements, and offers great promise for better performance and faster application startup times—a huge leap forward in byte-addressable capacity compared with current DRAM offerings. This revolutionary new technology gives applications significant performance and capacity improvements over existing technologies. It requires a new way of thinking and developing, which makes this highly disruptive to the IT/computing industry. The full spectrum of industry sectors that will benefit from this technology include, but are not limited to, in-memory and traditional databases, AI, analytics, HPC, virtualization, and big data. Programming Persistent Memory describes the technology and why it is exciting the industry. It covers the operating system and hardware requirements as well as how to create development environments using emulated or real persistent memory hardware. The book explains fundamental concepts; provides an introduction to persistent memory programming APIs for C, C++, JavaScript, and other languages; discusses RMDA with persistent memory; reviews security features; and presents many examples. Source code and examples that you can run on your own systems are included. What You’ll Learn Understand what persistent memory is, what it does, and the value it brings to the industry Become familiar with the operating system and hardware requirements to use persistent memory Know the fundamentals of persistent memory programming: why it is different from current programming methods, and what developers need to keep in mind when programming for persistence Look at persistent memory application development by example using the Persistent Memory Development Kit (PMDK)Design and optimize data structures for persistent memoryStudy how real-world applications are modified to leverage persistent memoryUtilize the tools available for persistent memory programming, application performance profiling, and debugging Who This Book Is For C, C++, Java, and Python developers, but will also be useful to software, cloud, and hardware architects across a broad spectrum of sectors, including cloud service providers, independent software vendors, high performance compute, artificial intelligence, data analytics, big data, etc.

Book What Hamlet Said

    Book Details:
  • Author : Terry Mort
  • Publisher : Rowman & Littlefield
  • Release : 2021-12-01
  • ISBN : 1493064991
  • Pages : 321 pages

Download or read book What Hamlet Said written by Terry Mort and published by Rowman & Littlefield. This book was released on 2021-12-01 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hollywood in the Thirties: Nazi saboteurs, gangsters running gambling ships, British spies and diplomats, FBI agents, starlets looking for the big break, cheap hustlers on the fringes of the law, local cops—some are friends and some are adversaries, but all are involved somehow with Riley Fitzhugh, a private eye who’s wondering whether the death of an English aristocrat really was an accident.

Book A Misplaced Massacre

    Book Details:
  • Author : Ari Kelman
  • Publisher : Harvard University Press
  • Release : 2013-02-11
  • ISBN : 0674071034
  • Pages : 353 pages

Download or read book A Misplaced Massacre written by Ari Kelman and published by Harvard University Press. This book was released on 2013-02-11 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the early morning of November 29, 1864, with the fate of the Union still uncertain, part of the First Colorado and nearly all of the Third Colorado volunteer regiments, commanded by Colonel John Chivington, surprised hundreds of Cheyenne and Arapaho people camped on the banks of Sand Creek in southeastern Colorado Territory. More than 150 Native Americans were slaughtered, the vast majority of them women, children, and the elderly, making it one of the most infamous cases of state-sponsored violence in U.S. history. A Misplaced Massacre examines the ways in which generations of Americans have struggled to come to terms with the meaning of both the attack and its aftermath, most publicly at the 2007 opening of the Sand Creek Massacre National Historic Site. This site opened after a long and remarkably contentious planning process. Native Americans, Colorado ranchers, scholars, Park Service employees, and politicians alternately argued and allied with one another around the question of whether the nation’s crimes, as well as its achievements, should be memorialized. Ari Kelman unearths the stories of those who lived through the atrocity, as well as those who grappled with its troubling legacy, to reveal how the intertwined histories of the conquest and colonization of the American West and the U.S. Civil War left enduring national scars. Combining painstaking research with storytelling worthy of a novel, A Misplaced Massacre probes the intersection of history and memory, laying bare the ways differing groups of Americans come to know a shared past.

Book Healthcare Analytics

Download or read book Healthcare Analytics written by Hui Yang and published by John Wiley & Sons. This book was released on 2016-10-10 with total page 632 pages. Available in PDF, EPUB and Kindle. Book excerpt: Features of statistical and operational research methods and tools being used to improve the healthcare industry With a focus on cutting-edge approaches to the quickly growing field of healthcare, Healthcare Analytics: From Data to Knowledge to Healthcare Improvement provides an integrated and comprehensive treatment on recent research advancements in data-driven healthcare analytics in an effort to provide more personalized and smarter healthcare services. Emphasizing data and healthcare analytics from an operational management and statistical perspective, the book details how analytical methods and tools can be utilized to enhance healthcare quality and operational efficiency. Organized into two main sections, Part I features biomedical and health informatics and specifically addresses the analytics of genomic and proteomic data; physiological signals from patient-monitoring systems; data uncertainty in clinical laboratory tests; predictive modeling; disease modeling for sepsis; and the design of cyber infrastructures for early prediction of epidemic events. Part II focuses on healthcare delivery systems, including system advances for transforming clinic workflow and patient care; macro analysis of patient flow distribution; intensive care units; primary care; demand and resource allocation; mathematical models for predicting patient readmission and postoperative outcome; physician–patient interactions; insurance claims; and the role of social media in healthcare. Healthcare Analytics: From Data to Knowledge to Healthcare Improvement also features: • Contributions from well-known international experts who shed light on new approaches in this growing area • Discussions on contemporary methods and techniques to address the handling of rich and large-scale healthcare data as well as the overall optimization of healthcare system operations • Numerous real-world examples and case studies that emphasize the vast potential of statistical and operational research tools and techniques to address the big data environment within the healthcare industry • Plentiful applications that showcase analytical methods and tools tailored for successful healthcare systems modeling and improvement The book is an ideal reference for academics and practitioners in operations research, management science, applied mathematics, statistics, business, industrial and systems engineering, healthcare systems, and economics. Healthcare Analytics: From Data to Knowledge to Healthcare Improvement is also appropriate for graduate-level courses typically offered within operations research, industrial engineering, business, and public health departments.

Book Expert One on One J2EE Development without EJB

Download or read book Expert One on One J2EE Development without EJB written by Rod Johnson and published by John Wiley & Sons. This book was released on 2004-06-14 with total page 578 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is this book about? Expert One-on-One J2EE Development without EJB shows Java developers and architects how to build robust J2EE applications without having to use Enterprise JavaBeans (EJB). This practical, code-intensive guide provides best practices for using simpler and more effective methods and tools, including JavaServer pages, servlets, and lightweight frameworks. What does this book cover? The book begins by examining the limits of EJB technology — what it does well and not so well. Then the authors guide you through alternatives to EJB that you can use to create higher quality applications faster and at lower cost — both agile methods as well as new classes of tools that have evolved over the past few years. They then dive into the details, showing solutions based on the lightweight framework they pioneered on SourceForge — one of the most innovative open source communities. They demonstrate how to leverage practical techniques and tools, including the popular open source Spring Framework and Hibernate. This book also guides you through productive solutions to core problems, such as transaction management, persistence, remoting, and Web tier design. You will examine how these alternatives affect testing, performance, and scalability, and discover how lightweight architectures can slash time and effort on many projects. What will you learn from this book? Here are some details on what you'll find in this book: How to find the simplest and most maintainable architecture for your application Effective transaction management without EJB How to solve common problems in enterprise software development using AOP and Inversion of Control Web tier design and the place of the Web tier in a well-designed J2EE application Effective data access techniques for J2EE applications with JDBC, Hibernate, and JDO How to leverage open source products to improve productivity and reduce custom coding How to design for optimal performance and scalability

Book Gatewood and Geronimo

Download or read book Gatewood and Geronimo written by Louis Kraft and published by UNM Press. This book was released on 2000-06 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Parallels the lives of Gatewood and Geronimo as events drive them toward their historic meeting in Mexico in 1886--a meeting that marked the beginning of the end of the last Apache war.

Book Reimagining Narrative Therapy Through Practice Stories and Autoethnography

Download or read book Reimagining Narrative Therapy Through Practice Stories and Autoethnography written by Travis Heath and published by Taylor & Francis. This book was released on 2022-06-19 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reimagining Narrative Therapy Through Practice Stories and Autoethnography takes a new pedagogical approach to teaching and learning in contemporary narrative therapy, based in autoethnography and storytelling. The individual client stories aim to paint each therapeutic meeting in such detail that the reader will come to feel as though they actually know the two or more people in the room. This approach moves beyond the standard narrative practice of teaching by transcripts and steps into teaching narrative therapy through autoethnography. The intention of these 'teaching tales' is to offer the reader an opportunity to enter into the very 'heart and soul' of narrative therapy practice, much like reading a novel has you enter into the lives of the characters that inhabit it. This work has been used by the authors in MA and PhD level classrooms, workshops, week-long intensive courses, and conferences around the world, where it has received commendations from both newcomer and veteran narrative therapists. The aim of this book is to introduce narrative therapy and the value of integrating autoethnographic methods to students and new clinicians. It can also serve as a useful tool for advanced teachers of narrative practices. In addition, it will appeal to established clinicians who are curious about narrative therapy (who may be looking to add it to their practice), as well as students and scholars of autoethnography and qualitative inquiry and methods.

Book Loon

    Book Details:
  • Author : Jack McLean
  • Publisher : Ballantine Books
  • Release : 2010-05-25
  • ISBN : 034551016X
  • Pages : 258 pages

Download or read book Loon written by Jack McLean and published by Ballantine Books. This book was released on 2010-05-25 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Kids like me didn’t go to Vietnam,” writes Jack McLean in his compulsively readable memoir. Raised in suburban New Jersey, he attended the Phillips Academy in Andover, MA, but decided to put college on hold. After graduation in the spring of 1966, faced with the mandatory military draft, he enlisted in the United States Marine Corps for a two-year stint. “Vietnam at the time was a country, and not yet a war,” he writes. It didn’t remain that way for long. A year later, after boot camp at Parris Island, South Carolina, and stateside duty in Barstow, California, the Vietnam War was reaching its peak. McLean, like most available Marines, was retrained at Camp Pendleton, California, and sent to Vietnam as a grunt to serve in an infantry company in the northernmost reaches of South Vietnam. McLean’s story climaxes with the horrific three-day Battle for Landing Zone Loon in June, 1968. Fought on a remote hill in the northwestern corner of South Vietnam, McLean bore witness to the horror of war and was forever changed. He returned home six weeks later to a country largely ambivalent to his service. Written with honesty and insight, Loon is a powerful coming-of-age portrait of a boy who bears witness to some of the most tumultuous events in our history, both in Vietnam and back home.

Book Reaper  Ghost Target

    Book Details:
  • Author : Nicholas Irving
  • Publisher : St. Martin's Press
  • Release : 2018-05-08
  • ISBN : 1250127351
  • Pages : 336 pages

Download or read book Reaper Ghost Target written by Nicholas Irving and published by St. Martin's Press. This book was released on 2018-05-08 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: The explosive new thriller series written by Nicholas Irving, the New York Times bestselling author of The Reaper and star of Fox's American Grit. "Wow! Irving & Tata make an incredible team. Reaper: Ghost Target is pedal-to-the-metal action packed with great twists and turns. Think 'Jason Bourne meets Bob Lee Swagger' then buckle up and get ready for one hell of a read!" —Brad Thor, #1 New York Times bestselling author of Use of Force “A compelling and intriguing tale, layered with suspense, told by two people who know what they’re talking about. This one goes on your keeper shelf.” —Steve Berry, New York Times bestselling author of The 14th Colony American hero, or unhinged vigilante? In Reaper: Ghost Target, Vick "The Reaper" Harwood is an esteemed sniper with a record kill count—33 kills in 90 days—when he is knocked out under mortar attack in Afghanistan. He wakes up back in the United States with little memory of what happened, his spotter and gun both unrecovered from the battlefield. Harwood has resigned himself to slowly picking up the pieces of his life, training Special Forces snipers in Fort Bragg, North Carolina, and starting a promising relationship with an Olympic medalist named Jackie. But when a series of assassinations start occurring in the area, Harwood can't explain why he just happens to be nearby for each killing—or how a sniper rifle that matches the description of the one he lost seems to be involved. His memory of the past few days is hazy and full of blackouts, and even he has to wonder, is he being framed? Or is he the killer? As Harwood runs from the authorities, his girlfriend falls off the radar, his missing spotter resurfaces, and the assassinated men are outed as drug and sex traffickers. Nothing is adding up. Harwood realizes he has to unravel this mystery, and fast, or find himself paying the ultimate price for crimes he may not have committed.

Book Professional Java for Web Applications

Download or read book Professional Java for Web Applications written by Nicholas S. Williams and published by John Wiley & Sons. This book was released on 2014-02-21 with total page 944 pages. Available in PDF, EPUB and Kindle. Book excerpt: The comprehensive Wrox guide for creating Java web applications for the enterprise This guide shows Java software developers and software engineers how to build complex web applications in an enterprise environment. You'll begin with an introduction to the Java Enterprise Edition and the basic web application, then set up a development application server environment, learn about the tools used in the development process, and explore numerous Java technologies and practices. The book covers industry-standard tools and technologies, specific technologies, and underlying programming concepts. Java is an essential programming language used worldwide for both Android app development and enterprise-level corporate solutions As a step-by-step guide or a general reference, this book provides an all-in-one Java development solution Explains Java Enterprise Edition 7 and the basic web application, how to set up a development application server environment, which tools are needed during the development process, and how to apply various Java technologies Covers new language features in Java 8, such as Lambda Expressions, and the new Java 8 Date & Time API introduced as part of JSR 310, replacing the legacy Date and Calendar APIs Demonstrates the new, fully-duplex WebSocket web connection technology and its support in Java EE 7, allowing the reader to create rich, truly interactive web applications that can push updated data to the client automatically Instructs the reader in the configuration and use of Log4j 2.0, Spring Framework 4 (including Spring Web MVC), Hibernate Validator, RabbitMQ, Hibernate ORM, Spring Data, Hibernate Search, and Spring Security Covers application logging, JSR 340 Servlet API 3.1, JSR 245 JavaServer Pages (JSP) 2.3 (including custom tag libraries), JSR 341 Expression Language 3.0, JSR 356 WebSocket API 1.0, JSR 303/349 Bean Validation 1.1, JSR 317/338 Java Persistence API (JPA) 2.1, full-text searching with JPA, RESTful and SOAP web services, Advanced Message Queuing Protocol (AMQP), and OAuth Professional Java for Web Applications is the complete Wrox guide for software developers who are familiar with Java and who are ready to build high-level enterprise Java web applications.

Book High Performance Spark

    Book Details:
  • Author : Holden Karau
  • Publisher : "O'Reilly Media, Inc."
  • Release : 2017-05-25
  • ISBN : 1491943173
  • Pages : 356 pages

Download or read book High Performance Spark written by Holden Karau and published by "O'Reilly Media, Inc.". This book was released on 2017-05-25 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apache Spark is amazing when everything clicks. But if you haven’t seen the performance improvements you expected, or still don’t feel confident enough to use Spark in production, this practical book is for you. Authors Holden Karau and Rachel Warren demonstrate performance optimizations to help your Spark queries run faster and handle larger data sizes, while using fewer resources. Ideal for software engineers, data engineers, developers, and system administrators working with large-scale data applications, this book describes techniques that can reduce data infrastructure costs and developer hours. Not only will you gain a more comprehensive understanding of Spark, you’ll also learn how to make it sing. With this book, you’ll explore: How Spark SQL’s new interfaces improve performance over SQL’s RDD data structure The choice between data joins in Core Spark and Spark SQL Techniques for getting the most out of standard RDD transformations How to work around performance issues in Spark’s key/value pair paradigm Writing high-performance Spark code without Scala or the JVM How to test for functionality and performance when applying suggested improvements Using Spark MLlib and Spark ML machine learning libraries Spark’s Streaming components and external community packages