Foundations of Data Intensive Applications: Large Scale Data Analytics under the Hood

ISBN-10: 1119713013
ISBN-13: 9781119713012
Category: Computers
Pages: 416
Language: English
Published: 2021-08-11
Publisher: John Wiley & Sons
Authors: Supun Kamburugamuve, Saliya Ekanayake

Description

PEEK “UNDER THE HOOD” OF BIG DATA ANALYTICS The world of big data analytics grows ever more complex. And while many people can work superficially with specific frameworks, far fewer understand the fundamental principles of large-scale, distributed data processing systems and how they operate. In Foundations of Data Intensive Applications: Large Scale Data Analytics under the Hood, renowned big-data experts and computer scientists Drs. Supun Kamburugamuve and Saliya Ekanayake deliver a practical guide to applying the principles of big data to software development for optimal performance. The authors discuss foundational components of large-scale data systems and walk readers through the major software design decisions that define performance, application type, and usability. You???ll learn how to recognize problems in your applications resulting in performance and distributed operation issues, diagnose them, and effectively eliminate them by relying on the bedrock big data principles explained within. Moving beyond individual frameworks and APIs for data processing, this book unlocks the theoretical ideas that operate under the hood of every big data processing system. Ideal for data scientists, data architects, dev-ops engineers, and developers, Foundations of Data Intensive Applications: Large Scale Data Analytics under the Hood shows readers how to: Identify the foundations of large-scale, distributed data processing systems Make major software design decisions that optimize performance Diagnose performance problems and distributed operation issues Understand state-of-the-art research in big data Explain and use the major big data frameworks and understand what underpins them Use big data analytics in the real world to solve practical problems

Get the book

Similar books

Family History Digital Libraries
By William Sims Bainbridge
One named Sara and Timberlake had 11 male workers, 1 female worker, and 4 children workers, so it might have employed the Minor family.
Foundation Dreamweaver MX
By Craig Grannell, Jerome Turner, Matt Stephens
So here's what we need to do to arrive at our layout: s Create the main table to hold all the page elements. s Deal with the navigation area which is ...
Cisco CCNA Certification, 2 Volume Set: Exam 200-301
By Todd Lammle
This inclusive, two-book set provides what you need to know to succeed on the new CCNA exam. The set includes Understanding Cisco Networking Technologies: Volume 1 and the CCNA Certification Study Guide: Volume 2.
CompTIA Network+ Study Guide: Exam N10-006
By Todd Lammle
... you can use: –a –A –c –n –r –R –S –s All nbtstat switches are case sensitive. Generally speaking, lowercase switches deal with NetBIOS names of hosts, ...
CompTIA Network+ Study Guide with Online Labs: N10-007 Exam
By Todd Lammle, Jon Buhagiar
... you can use: –a –A –c –n –r –R –S –s All nbtstat switches are case sensitive. Generally speaking, lowercase switches deal with NetBIOS names of hosts, ...
CCNA: Cisco Certified Network Associate FastPass
By Todd Lammle
S The S reference point defines the point between the customer router and an ... with the letter E deal with using ISDN on the existing telephone network.
Stranger in the Chat Room
By Todd Hafer, Jedd Hafer
A sequel to In the Chat Room With God finds a group of teens contacted by a mysterious and increasingly malevolent character who claims to know about their encounters with the Almighty and challenges their beliefs. Original.
Error Correction Coding: Mathematical Methods and Algorithms
By Todd K. Moon
M M−1∑ k=0 −∞ ∞ k=0 The average energy per signal E s ∫ can be related to the ... we will deal primarily with additive white Gaussian noise (AWGN), ...
Security+ Training Guide
By Todd King
... to deal with most , but unfortunately not all , of these potential threats . ... The S / MIME standard implements encryption for message content using ...
CCDA: Cisco Certified Design Associate Study Guide: Exam 640-861
By Todd Lammle, Andy Barkl
S reference point The S reference point defines the reference point between ... with the letter E deal with using ISDN on the existing telephone network.