Data-intensive Text Processing With Mapreduce 2024 pdf epub mobi 電子書下載

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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 電子書下載

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Data-intensive Text Processing With Mapreduce 2024 pdf epub mobi 電子書下載

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老外的書一貫的理論結閤實際的很好，比國內很多的一大抄要好的多。裏麵都是乾貨。比如他提齣瞭Mapreduce的設計模式，並給齣瞭很多的實際例子。在後續的章節中，對於Web搜索，圖算法和機器學習中的EM算法也做瞭很多深入淺齣的介紹以及怎樣在Mapreduce上實現的例子。最後一章...

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出版者:Morgan and Claypool Publishers

作者:Jimmy Lin

出品人:

頁數:178

譯者:

出版時間:2010-4-30

價格:USD 40.00

裝幀:Paperback

isbn號碼:9781608453429

叢書系列: