课程信息
4.4
1,385 个评分
221 个审阅
专项课程

第 3 门课程(共 5 门),位于

100% online

100% online

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为16 小时

建议:6 hours/week...
可选语言

英语(English)

字幕:英语(English)...

您将获得的技能

Data StructureParallel ComputingData ParallelismParallel Algorithm
专项课程

第 3 门课程(共 5 门),位于

100% online

100% online

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
中级

中级

完成时间(小时)

完成时间大约为16 小时

建议:6 hours/week...
可选语言

英语(English)

字幕:英语(English)...

教学大纲 - 您将从这门课程中学到什么

1
完成时间(小时)
完成时间为 12 小时

Parallel Programming

We motivate parallel programming and introduce the basic constructs for building parallel programs on JVM and Scala. Examples such as array norm and Monte Carlo computations illustrate these concepts. We show how to estimate work and depth of parallel programs as well as how to benchmark the implementations....
Reading
9 个视频(共 106 分钟), 5 个阅读材料, 3 个测验
Video9 个视频
Introduction to Parallel Computing15分钟
Parallelism on the JVM I13分钟
Parallelism on the JVM II8分钟
Running Computations in Parallel13分钟
Monte Carlo Method to Estimate Pi4分钟
First-Class Tasks7分钟
How Fast are Parallel Programs?24分钟
Benchmarking Parallel Programs17分钟
Reading5 个阅读材料
Tools Setup10分钟
Eclipse Tutorial10分钟
IntelliJ IDEA Tutorial10分钟
Sbt Tutorial10分钟
Submitting Solutions10分钟
2
完成时间(小时)
完成时间为 8 小时

Basic Task Parallel Algorithms

We continue with examples of parallel algorithms by presenting a parallel merge sort. We then explain how operations such as map, reduce, and scan can be computed in parallel. We present associativity as the key condition enabling parallel implementation of reduce and scan....
Reading
6 个视频(共 100 分钟), 2 个测验
Video6 个视频
Data Operations and Parallel Mapping18分钟
Parallel Fold (Reduce) Operation18分钟
Associativity I14分钟
Associativity II17分钟
Parallel Scan (Prefix Sum) Operation24分钟
3
完成时间(小时)
完成时间为 7 小时

Data-Parallelism

We show how data parallel operations enable the development of elegant data-parallel code in Scala. We give an overview of the parallel collections hierarchy, including the traits of splitters and combiners that complement iterators and builders from the sequential case....
Reading
5 个视频(共 51 分钟), 2 个测验
Video5 个视频
Data-Parallel Operations I6分钟
Data-Parallel Operations II8分钟
Scala Parallel Collections15分钟
Splitters and Combiners7分钟
4
完成时间(小时)
完成时间为 7 小时

Data Structures for Parallel Computing

We give a glimpse of the internals of data structures for parallel computing, which helps us understand what is happening under the hood of parallel collections....
Reading
5 个视频(共 57 分钟), 2 个测验
Video5 个视频
Parallel Two-phase Construction14分钟
Conc-tree Data Structure14分钟
Amortized, Constant-time Append Operation11分钟
Conc-Tree Combiners4分钟
4.4
221 个审阅Chevron Right
职业方向

24%

完成这些课程后已开始新的职业生涯
工作福利

83%

通过此课程获得实实在在的工作福利

热门审阅

创建者 ALApr 24th 2018

The course is fairly advanced and you would need to review the materials many times to understand the concept. The assignments are definitely fun and not as straightforward as other courses.

创建者 RCAug 25th 2017

Superb study material. Learnt a lot during this course. I am not much into mathematical stuff, but got a hang of how to break problems and improve efficiency through parallelism.

讲师

Avatar

Prof. Viktor Kuncak

Associate Professor
School of Computer and Communication Sciences
Avatar

Dr. Aleksandar Prokopec

Principal Researcher
Oracle Labs

关于 École Polytechnique Fédérale de Lausanne

关于 Functional Programming in Scala 专项课程

Discover how to write elegant code that works the first time it is run. This Specialization provides a hands-on introduction to functional programming using the widespread programming language, Scala. It begins from the basic building blocks of the functional paradigm, first showing how to use these blocks to solve small problems, before building up to combining these concepts to architect larger functional programs. You'll see how the functional paradigm facilitates parallel and distributed programming, and through a series of hands on examples and programming assignments, you'll learn how to analyze data sets small to large; from parallel programming on multicore architectures, to distributed programming on a cluster using Apache Spark. A final capstone project will allow you to apply the skills you learned by building a large data-intensive application using real-world data....
Functional Programming in Scala

常见问题

  • 注册以便获得证书后,您将有权访问所有视频、测验和编程作业(如果适用)。只有在您的班次开课之后,才可以提交和审阅同学互评作业。如果您选择在不购买的情况下浏览课程,可能无法访问某些作业。

  • 您注册课程后,将有权访问专项课程中的所有课程,并且会在完成课程后获得证书。您的电子课程证书将添加到您的成就页中,您可以通过该页打印您的课程证书或将其添加到您的领英档案中。如果您只想阅读和查看课程内容,可以免费旁听课程。

还有其他问题吗?请访问 学生帮助中心