Data-intensive Text Processing With Mapreduce 2024 pdf epub mobi 电子书

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出版者:Morgan and Claypool Publishers

作者:Jimmy Lin

出品人:

页数:178

译者:

出版时间:2010-4-30

价格:USD 40.00

装帧:Paperback

isbn号码:9781608453429

丛书系列:

图书标签: mapreduce 数据挖掘 hadoop 分布式机器学习 map-reduce 计算机算法

Data-intensive Text Processing With Mapreduce 2024 pdf epub mobi 电子书图书描述

Our world is being revolutionized by data-driven methods: access to large amounts of data has generated new insights and opened exciting new opportunities in commerce, science, and computing applications. Processing the enormous quantities of data necessary for these advances requires large clusters, making distributed computing paradigms more crucial than ever. MapReduce is a programming model for expressing distributed computations on massive datasets and an execution framework for large-scale data processing on clusters of commodity servers. The programming model provides an easy-to-understand abstraction for designing scalable algorithms, while the execution framework transparently handles many system-level details, ranging from scheduling to synchronization to fault tolerance. This book focuses on MapReduce algorithm design, with an emphasis on text processing algorithms common in natural language processing, information retrieval, and machine learning. We introduce the notion of MapReduce design patterns, which represent general reusable solutions to commonly occurring problems across a variety of problem domains. This book not only intends to help the reader "think in MapReduce", but also discusses limitations of the programming model as well.

Data-intensive Text Processing With Mapreduce 2024 pdf epub mobi 电子书

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