Integrating Parallel and Distributed Computing in Early CS Courses

S. Ghafoor, S. Prasad, Charles Weems
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Abstract

Parallel and distributed computing (PDC) has become pervasive in all aspects of computing, and thus it is essential that students include parallelism and distribution in the computational thinking that they apply to problem solving, from the very beginning. Computer science education is still teaching to a 20th century model of algorithmic problem solving. Sequence, branch, and loop are taught in our early courses as the only organizing principles needed for algorithms, and we invest considerable time in showing how best to sequentially process large volumes of data. All computing devices that students use currently have multiple cores as well as GPU in many cases. Most of their favorite applications use multiple cores and numbers of distributed processors. Often concurrency offers simpler solutions than sequential approaches. ACM and ABET have recommended including PDC in the undergraduate CS curriculum. However, we are still teaching them to solve problems using sequential thinking. In this workshop we overview the key PDC concepts and provide examples of how they may naturally be incorporated in early CS classes. We will introduce plugged and unplugged curriculum modules that have been successfully integrated in existing CS classes at multiple institutions. We will highlight the upcoming summer training that we are organizing, for which we have funding to support attendance.
在早期计算机科学课程中整合并行和分布式计算
并行和分布式计算(PDC)已经在计算的各个方面变得普遍,因此,学生从一开始就将并行性和分布性纳入到解决问题的计算思维中是至关重要的。计算机科学教育仍然是用20世纪的算法解决问题的模式进行教学。序列、分支和循环在我们早期的课程中被教授为算法所需的唯一组织原则,并且我们投入了相当多的时间来展示如何最好地顺序处理大量数据。目前学生使用的所有计算设备都有多核,在许多情况下也有GPU。他们最喜欢的应用程序大多使用多核和多个分布式处理器。并发通常比顺序方法提供更简单的解决方案。ACM和ABET建议将PDC纳入CS本科课程。然而,我们仍然教他们用顺序思维来解决问题。在这个研讨会中,我们概述了PDC的关键概念,并提供了如何将它们自然地纳入早期CS课程的示例。我们将引入已成功融入多所院校现有CS课程的插电和不插电课程模块。我们将强调即将到来的夏季培训,我们正在组织,我们有资金来支持出席。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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