A Service-Oriented Infrastructure for Teaching Big Data Technologies

被引:1
|
作者
Sukhoroslov, Oleg [1 ,2 ,3 ]
机构
[1] Russian Acad Sci, Inst Informat Transmiss Problems, Kharkevich Inst, Moscow, Russia
[2] Yandex Sch Data Anal, Moscow, Russia
[3] Higher Sch Econ, Moscow, Russia
来源
基金
俄罗斯科学基金会;
关键词
Big Data; Parallel programming; Distributed computing; Hadoop; MapReduce; Spark; Web-based interfaces; Web services;
D O I
10.1007/978-3-319-71255-0_41
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The paper presents an experience in incorporating Big Data technologies into introductory parallel and distributed computing courses and building a service-oriented infrastructure to support practical exercises involving these technologies. The presented approach helped to provide a smooth practical experience for students with different technical background by enabling them to run and test their MapReduce and Spark programs on a provided Hadoop cluster via convenient web interfaces. This approach also enabled automation of routine actions related to submission of programs to a cluster and evaluation of programming assignments.
引用
收藏
页码:505 / 515
页数:11
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