High Performance Spark

Download High Performance Spark full books in PDF, epub, and Kindle. Read online High Performance Spark ebook anywhere anytime directly on your device. Fast Download speed and no annoying ads. We cannot guarantee that every ebooks is available!

High Performance Spark

Author : Holden Karau
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491943173
Total Pages : 356 pages
Book Rating : 4.4/5 (919 download)

DOWNLOAD NOW!

Book Synopsis High Performance Spark by : Holden Karau

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

High Performance Spark

Author : Holden Karau
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491943157
Total Pages : 358 pages
Book Rating : 4.4/5 (919 download)

DOWNLOAD NOW!

Book Synopsis High Performance Spark by : Holden Karau

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 358 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

Learning Spark

Author : Holden Karau
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449359051
Total Pages : 387 pages
Book Rating : 4.4/5 (493 download)

DOWNLOAD NOW!

Book Synopsis Learning Spark by : Holden Karau

Download or read book Learning Spark written by Holden Karau and published by "O'Reilly Media, Inc.". This book was released on 2015-01-28 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data in all domains is getting bigger. How can you work with it efficiently? Recently updated for Spark 1.3, this book introduces Apache Spark, the open source cluster computing system that makes data analytics fast to write and fast to run. With Spark, you can tackle big datasets quickly through simple APIs in Python, Java, and Scala. This edition includes new information on Spark SQL, Spark Streaming, setup, and Maven coordinates. Written by the developers of Spark, this book will have data scientists and engineers up and running in no time. You’ll learn how to express parallel jobs with just a few lines of code, and cover applications from simple batch jobs to stream processing and machine learning. Quickly dive into Spark capabilities such as distributed datasets, in-memory caching, and the interactive shell Leverage Spark’s powerful built-in libraries, including Spark SQL, Spark Streaming, and MLlib Use one programming paradigm instead of mixing and matching tools like Hive, Hadoop, Mahout, and Storm Learn how to deploy interactive, batch, and streaming applications Connect to data sources including HDFS, Hive, JSON, and S3 Master advanced topics like data partitioning and shared variables

Spark: The Definitive Guide

Author : Bill Chambers
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491912294
Total Pages : 712 pages
Book Rating : 4.4/5 (919 download)

DOWNLOAD NOW!

Book Synopsis Spark: The Definitive Guide by : Bill Chambers

Download or read book Spark: The Definitive Guide written by Bill Chambers and published by "O'Reilly Media, Inc.". This book was released on 2018-02-08 with total page 712 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn 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. Youâ??ll explore the basic operations and common functions of Sparkâ??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, Sparkâ??s scalable machine-learning library. Get a gentle overview of big data and Spark Learn about DataFrames, SQL, and Datasetsâ??Sparkâ??s core APIsâ??through worked examples Dive into Sparkâ??s low-level APIs, RDDs, and execution of SQL and DataFrames Understand how Spark runs on a cluster Debug, monitor, and tune Spark clusters and applications Learn the power of Structured Streaming, Sparkâ??s stream-processing engine Learn how you can apply MLlib to a variety of problems, including classification or recommendation

Guide to High Performance Distributed Computing

Author : K.G. Srinivasa
Publisher : Springer
ISBN 13 : 3319134973
Total Pages : 310 pages
Book Rating : 4.3/5 (191 download)

DOWNLOAD NOW!

Book Synopsis Guide to High Performance Distributed Computing by : K.G. Srinivasa

Download or read book Guide to High Performance Distributed Computing written by K.G. Srinivasa and published by Springer. This book was released on 2015-02-09 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This timely text/reference describes the development and implementation of large-scale distributed processing systems using open source tools and technologies. Comprehensive in scope, the book presents state-of-the-art material on building high performance distributed computing systems, providing practical guidance and best practices as well as describing theoretical software frameworks. Features: describes the fundamentals of building scalable software systems for large-scale data processing in the new paradigm of high performance distributed computing; presents an overview of the Hadoop ecosystem, followed by step-by-step instruction on its installation, programming and execution; Reviews the basics of Spark, including resilient distributed datasets, and examines Hadoop streaming and working with Scalding; Provides detailed case studies on approaches to clustering, data classification and regression analysis; Explains the process of creating a working recommender system using Scalding and Spark.

High Performance Spark

Author : Holden Karau. Rachel Warren
Publisher :
ISBN 13 : 9781491943199
Total Pages : pages
Book Rating : 4.9/5 (431 download)

DOWNLOAD NOW!

Book Synopsis High Performance Spark by : Holden Karau. Rachel Warren

Download or read book High Performance Spark written by Holden Karau. Rachel Warren and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

High-Performance Ignition Systems

Author : Todd Ryden
Publisher : CarTech Inc
ISBN 13 : 1613250800
Total Pages : 146 pages
Book Rating : 4.6/5 (132 download)

DOWNLOAD NOW!

Book Synopsis High-Performance Ignition Systems by : Todd Ryden

Download or read book High-Performance Ignition Systems written by Todd Ryden and published by CarTech Inc. This book was released on 2014-01-15 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt: Complete guide to understanding automotive ignition systems.

Learning Spark

Author : Jules S. Damji
Publisher : O'Reilly Media
ISBN 13 : 1492050016
Total Pages : 400 pages
Book Rating : 4.4/5 (92 download)

DOWNLOAD NOW!

Book Synopsis Learning Spark by : Jules S. Damji

Download or read book Learning Spark written by Jules S. Damji and published by O'Reilly Media. This book was released on 2020-07-16 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is bigger, arrives faster, and comes in a variety of formats—and it all needs to be processed at scale for analytics or machine learning. But how can you process such varied workloads efficiently? Enter Apache Spark. Updated to include Spark 3.0, this second edition shows data engineers and data scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine learning algorithms. Through step-by-step walk-throughs, code snippets, and notebooks, you’ll be able to: Learn Python, SQL, Scala, or Java high-level Structured APIs Understand Spark operations and SQL Engine Inspect, tune, and debug Spark operations with Spark configurations and Spark UI Connect to data sources: JSON, Parquet, CSV, Avro, ORC, Hive, S3, or Kafka Perform analytics on batch and streaming data using Structured Streaming Build reliable data pipelines with open source Delta Lake and Spark Develop machine learning pipelines with MLlib and productionize models using MLflow

Building High Integrity Applications with SPARK

Author : John W. McCormick
Publisher : Cambridge University Press
ISBN 13 : 1316368386
Total Pages : 383 pages
Book Rating : 4.3/5 (163 download)

DOWNLOAD NOW!

Book Synopsis Building High Integrity Applications with SPARK by : John W. McCormick

Download or read book Building High Integrity Applications with SPARK written by John W. McCormick and published by Cambridge University Press. This book was released on 2015-08-31 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: Software is pervasive in our lives. We are accustomed to dealing with the failures of much of that software - restarting an application is a very familiar solution. Such solutions are unacceptable when the software controls our cars, airplanes and medical devices or manages our private information. These applications must run without error. SPARK provides a means, based on mathematical proof, to guarantee that a program has no errors. SPARK is a formally defined programming language and a set of verification tools specifically designed to support the development of software used in high integrity applications. Using SPARK, developers can formally verify properties of their code such as information flow, freedom from runtime errors, functional correctness, security properties and safety properties. Written by two SPARK experts, this is the first introduction to the just-released 2014 version. It will help students and developers alike master the basic concepts for building systems with SPARK.

Spark

Author : Jason Jaggard
Publisher : WaterBrook
ISBN 13 : 030773062X
Total Pages : 226 pages
Book Rating : 4.3/5 (77 download)

DOWNLOAD NOW!

Book Synopsis Spark by : Jason Jaggard

Download or read book Spark written by Jason Jaggard and published by WaterBrook. This book was released on 2012-08-21 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Develop the Art of Self-Challenge Tired of dreaming about changing your life? Ready to change it? You came to the right place. Jason Jaggard has developed a simple, direct way to practice the art of self-challenge. It requires a willingness to take healthy risks and is energized by the involvement of a small group of fellow risk-takers. Here are just a few of the Spark insights that lead to lasting change: · More resources are available to you than you realize. · Living a changed life works best when a few friends get involved. · When you relearn what “good” is, you experience more goodness in your life. · Taking a healthy risk is always worth it, even if you fail. When you practice the art of self-challenge, you notice that your life and the world around you start changing for the better. It involves doing the one thing that only you can do: take responsibility for your life. So go ahead and take your first risk: open this book and start reading.

Introduction to High Performance Computing for Scientists and Engineers

Author : Georg Hager
Publisher : CRC Press
ISBN 13 : 1439811938
Total Pages : 350 pages
Book Rating : 4.4/5 (398 download)

DOWNLOAD NOW!

Book Synopsis Introduction to High Performance Computing for Scientists and Engineers by : Georg Hager

Download or read book Introduction to High Performance Computing for Scientists and Engineers written by Georg Hager and published by CRC Press. This book was released on 2010-07-02 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by high performance computing (HPC) experts, Introduction to High Performance Computing for Scientists and Engineers provides a solid introduction to current mainstream computer architecture, dominant parallel programming models, and useful optimization strategies for scientific HPC. From working in a scientific computing center, the author

Advanced Analytics with Spark

Author : Sandy Ryza
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491912731
Total Pages : 276 pages
Book Rating : 4.4/5 (919 download)

DOWNLOAD NOW!

Book Synopsis Advanced Analytics with Spark by : Sandy Ryza

Download or read book Advanced Analytics with Spark written by Sandy Ryza and published by "O'Reilly Media, Inc.". This book was released on 2015-04-02 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this practical book, four Cloudera data scientists present a set of self-contained patterns for performing large-scale data analysis with Spark. The authors bring Spark, statistical methods, and real-world data sets together to teach you how to approach analytics problems by example. You’ll start with an introduction to Spark and its ecosystem, and then dive into patterns that apply common techniques—classification, collaborative filtering, and anomaly detection among others—to fields such as genomics, security, and finance. If you have an entry-level understanding of machine learning and statistics, and you program in Java, Python, or Scala, you’ll find these patterns useful for working on your own data applications. Patterns include: Recommending music and the Audioscrobbler data set Predicting forest cover with decision trees Anomaly detection in network traffic with K-means clustering Understanding Wikipedia with Latent Semantic Analysis Analyzing co-occurrence networks with GraphX Geospatial and temporal data analysis on the New York City Taxi Trips data Estimating financial risk through Monte Carlo simulation Analyzing genomics data and the BDG project Analyzing neuroimaging data with PySpark and Thunder

Stream Processing with Apache Spark

Author : Gerard Maas
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491944196
Total Pages : 452 pages
Book Rating : 4.4/5 (919 download)

DOWNLOAD NOW!

Book Synopsis Stream Processing with Apache Spark by : Gerard Maas

Download or read book Stream Processing with Apache Spark written by Gerard Maas and published by "O'Reilly Media, Inc.". This book was released on 2019-06-05 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: Before you can build analytics tools to gain quick insights, you first need to know how to process data in real time. With this practical guide, developers familiar with Apache Spark will learn how to put this in-memory framework to use for streaming data. You’ll discover how Spark enables you to write streaming jobs in almost the same way you write batch jobs. Authors Gerard Maas and François Garillot help you explore the theoretical underpinnings of Apache Spark. This comprehensive guide features two sections that compare and contrast the streaming APIs Spark now supports: the original Spark Streaming library and the newer Structured Streaming API. Learn fundamental stream processing concepts and examine different streaming architectures Explore Structured Streaming through practical examples; learn different aspects of stream processing in detail Create and operate streaming jobs and applications with Spark Streaming; integrate Spark Streaming with other Spark APIs Learn advanced Spark Streaming techniques, including approximation algorithms and machine learning algorithms Compare Apache Spark to other stream processing projects, including Apache Storm, Apache Flink, and Apache Kafka Streams

How to Build High-Performance Ignition Systems

Author : Todd Ryden
Publisher : Cartech
ISBN 13 : 9781932494716
Total Pages : 0 pages
Book Rating : 4.4/5 (947 download)

DOWNLOAD NOW!

Book Synopsis How to Build High-Performance Ignition Systems by : Todd Ryden

Download or read book How to Build High-Performance Ignition Systems written by Todd Ryden and published by Cartech. This book was released on 2008-03 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rovella Starr chronicles the life of Rovella Jackson. The main character marries into a loveless marriage at the young age of fourteen-years old. From the very beginning this union is deceptive and Regina has no intentions of preserving her sacred marriage vows. Soon, this loveless union begins to crumble; but deception remains the main ingredient in Rovella's life.

Spark in Action

Author : Petar Zecevic
Publisher : Manning
ISBN 13 : 9781617292606
Total Pages : 0 pages
Book Rating : 4.2/5 (926 download)

DOWNLOAD NOW!

Book Synopsis Spark in Action by : Petar Zecevic

Download or read book Spark in Action written by Petar Zecevic and published by Manning. This book was released on 2016-11-26 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Spark in Action teaches you the theory and skills you need to effectively handle batch and streaming data using Spark. Fully updated for Spark 2.0. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Big data systems distribute datasets across clusters of machines, making it a challenge to efficiently query, stream, and interpret them. Spark can help. It is a processing system designed specifically for distributed data. It provides easy-to-use interfaces, along with the performance you need for production-quality analytics and machine learning. Spark 2 also adds improved programming APIs, better performance, and countless other upgrades. About the Book Spark in Action teaches you the theory and skills you need to effectively handle batch and streaming data using Spark. You'll get comfortable with the Spark CLI as you work through a few introductory examples. Then, you'll start programming Spark using its core APIs. Along the way, you'll work with structured data using Spark SQL, process near-real-time streaming data, apply machine learning algorithms, and munge graph data using Spark GraphX. For a zero-effort startup, you can download the preconfigured virtual machine ready for you to try the book's code. What's Inside Updated for Spark 2.0 Real-life case studies Spark DevOps with Docker Examples in Scala, and online in Java and Python About the Reader Written for experienced programmers with some background in big data or machine learning. About the Authors Petar Zečević and Marko Bonaći are seasoned developers heavily involved in the Spark community. Table of Contents PART 1 - FIRST STEPS Introduction to Apache Spark Spark fundamentals Writing Spark applications The Spark API in depth PART 2 - MEET THE SPARK FAMILY Sparkling queries with Spark SQL Ingesting data with Spark Streaming Getting smart with MLlib ML: classification and clustering Connecting the dots with GraphX PART 3 - SPARK OPS Running Spark Running on a Spark standalone cluster Running on YARN and Mesos PART 4 - BRINGING IT TOGETHER Case study: real-time dashboard Deep learning on Spark with H2O

Design of Racing and High-Performance Engines 1998-2003

Author : Daniel J Holt
Publisher : SAE International
ISBN 13 : 0768095948
Total Pages : 570 pages
Book Rating : 4.7/5 (68 download)

DOWNLOAD NOW!

Book Synopsis Design of Racing and High-Performance Engines 1998-2003 by : Daniel J Holt

Download or read book Design of Racing and High-Performance Engines 1998-2003 written by Daniel J Holt and published by SAE International. This book was released on 2003-08-05 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 53 technical papers in this book show the improvements and design techniques that researchers have applied to performance and racing engines. They provide an insight into what the engineers consider to be the top improvements needed to advance engine technology; and cover subjects such as: 1) Direct injection; 2) Valve spring advancements; 3) Turbocharging; 4) Variable valve control; 5) Combustion evaluation; and 5) New racing engines.

High Performance Computing

Author : Amanda Bienz
Publisher : Springer Nature
ISBN 13 : 3031408438
Total Pages : 677 pages
Book Rating : 4.0/5 (314 download)

DOWNLOAD NOW!

Book Synopsis High Performance Computing by : Amanda Bienz

Download or read book High Performance Computing written by Amanda Bienz and published by Springer Nature. This book was released on 2023-09-25 with total page 677 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the papers of several workshops which were held in conjunction with the 38th International Conference on High Performance Computing, ISC High Performance 2023, held in Hamburg, Germany, during May 21–25, 2023. The 49 revised full papers presented in this book were carefully reviewed and selected from 70 submissions. ISC High Performance 2023 presents the following workshops: 2nd International Workshop on Malleability Techniques Applications in High-Performance Computing (HPCMALL) 18th Workshop on Virtualization in High-Performance Cloud Computing (VHPC 23) HPC I/O in the Data Center (HPC IODC) Workshop on Converged Computing of Cloud, HPC, and Edge (WOCC’23) 7th International Workshop on In Situ Visualization (WOIV’23) Workshop on Monitoring and Operational Data Analytics (MODA23) 2nd Workshop on Communication, I/O, and Storage at Scale on Next-Generation Platforms: Scalable Infrastructures First International Workshop on RISC-V for HPC Second Combined Workshop on Interactive and Urgent Supercomputing (CWIUS) HPC on Heterogeneous Hardware (H3)