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.
Produkteigenschaften
- Artikelnummer: 9783319134963
- Medium: Buch
- ISBN: 978-3-319-13496-3
- Verlag: Springer International Publishing
- Erscheinungstermin: 09.03.2015
- Sprache(n): Englisch
- Auflage: 2015
- Serie: Computer Communications and Networks
- Produktform: Gebunden
- Gewicht: 6092 g
- Seiten: 304
- Format (B x H x T): 160 x 241 x 24 mm
- Ausgabetyp: Kein, Unbekannt