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Top mapreduce books mentioned on stackoverflow.com

Hadoop: The Definitive Guide

Tom White

Counsels programmers and administrators for big and small organizations on how to work with large-scale application datasets using Apache Hadoop, discussing its capacity for storing and processing large amounts of data while demonstrating best practices for building reliable and scalable distributed systems.

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Numerical Recipes in C

William H. Press

The product of a unique collaboration among four leading scientists in academic research and industry, Numerical Recipes is a complete text and reference book on scientific computing. In a self-contained manner it proceeds from mathematical and theoretical considerations to actual practical computer routines. With over 100 new routines bringing the total to well over 300, plus upgraded versions of the original routines, the new edition remains the most practical, comprehensive handbook of scientific computing available today.

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Hadoop

Tom White

Counsels programmers and administrators for big and small organizations on how to work with large-scale application datasets using Apache Hadoop, discussing its capacity for storing and processing large amounts of data while demonstrating best practices for building reliable and scalable distributed systems. Original.

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Pro Hadoop

Jason Venner

You’ve heard the hype about Hadoop: it runs petabyte–scale data mining tasks insanely fast, it runs gigantic tasks on clouds for absurdly cheap, it’s been heavily committed to by tech giants like IBM, Yahoo!, and the Apache Project, and it’s completely open-source (thus free). But what exactly is it, and more importantly, how do you even get a Hadoop cluster up and running? From Apress, the name you’ve come to trust for hands–on technical knowledge, Pro Hadoop brings you up to speed on Hadoop. You learn the ins and outs of MapReduce; how to structure a cluster, design, and implement the Hadoop file system; and how to build your first cloud–computing tasks using Hadoop. Learn how to let Hadoop take care of distributing and parallelizing your software—you just focus on the code, Hadoop takes care of the rest. Best of all, you’ll learn from a tech professional who’s been in the Hadoop scene since day one. Written from the perspective of a principal engineer with down–in–the–trenches knowledge of what to do wrong with Hadoop, you learn how to avoid the common, expensive first errors that everyone makes with creating their own Hadoop system or inheriting someone else’s. Skip the novice stage and the expensive, hard–to–fix mistakes...go straight to seasoned pro on the hottest cloud–computing framework with Pro Hadoop. Your productivity will blow your managers away. What you’ll learn Set up a stand–alone Hadoop cluster the smart way, laid out simply and step by step so you can get up and running quickly to build your next data center, collaborative, data–intensive Internet services application, Software as a Service (SaaS), and more. Optimize your Hadoop production tasks like an experienced pro. Work with time–proven, bulletproof standard patterns that have been tested and debugged in high–volume production. Understand just enough theoretical knowledge to know why something works in Hadoop, without getting bogged down in abstruse walls of theory. Get detailed explanations of not only how to do something with Hadoop, but also why, from a front–line coder with years in the Hadoop game. Turn someone else’s expensive cluster–wide “wrong” into an orderly, productive "right" with professional–level debugging and testing. Who this book is for IT professionals interested in investigating Hadoop and implementing it in their organizations, and existing Hadoop users who want to deepen their professional toolkits. Table of Contents Getting Started with Hadoop Core The Basics of a MapReduce Job The Basics of Multimachine Clusters HDFS Details for Multimachine Clusters MapReduce Details for Multimachine Clusters Tuning Your MapReduce Jobs Unit Testing and Debugging Advanced and Alternate MapReduce Techniques Solving Problems with Hadoop Projects Based On Hadoop and Future Directions

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Hadoop in Action

Chuck Lam

Big data can be difficult to handle using traditional data-bases. Apache Hadoop is a NoSQL applications framework that runs on distributed clusters. This lets it scale to huge datasets. If you need analytic information from your data, Hadoop's the way togo. Hadoop in Action introduces the subject and teachers you how to write programs in the MapReduce style. It starts with a few easy examples and then moves quickly to show Hadoop use in more complex data analysis tasks. included are best practices and design patterns of MapReduce programming.

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MapReduce Design Patterns

Donald Miner, Adam Shook

Brings together a collection of valuable MapReduce patterns explained in context, with pitfalls and caveats clearly identified to help avoid common design mistakes when modeling big data architecture.

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Hadoop

Tom White

Counsels programmers and administrators for big and small organizations on how to work with large-scale application datasets using Apache Hadoop, discussing its capacity for storing and processing large amounts of data while demonstrating best practices for building reliable and scalable distributed systems.

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Fast Data Processing with Spark

Holden Karau

This book will be a basic, step-by-step tutorial, which will help readers take advantage of all that Spark has to offer.Fastdata Processing with Spark is for software developers who want to learn how to write distributed programs with Spark. It will help developers who have had problems that were too much to be dealt with on a single computer. No previous experience with distributed programming is necessary. This book assumes knowledge of either Java, Scala, or Python.

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