課程信息
24,059

第 3 門課程(共 5 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

中級

完成時間大約為16 小時

建議:6 hours/week...

英語(English)

字幕:英語(English)

您將獲得的技能

Data StructureParallel ComputingData ParallelismParallel Algorithm

第 3 門課程(共 5 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

中級

完成時間大約為16 小時

建議:6 hours/week...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 12 小時

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....
9 個視頻 (總計 106 分鐘), 5 個閱讀材料, 3 個測驗
9 個視頻
Introduction to Parallel Computing15分鐘
Parallelism on the JVM I13分鐘
Parallelism on the JVM II8分鐘
Running Computations in Parallel13分鐘
Monte Carlo Method to Estimate Pi4分鐘
First-Class Tasks7分鐘
How Fast are Parallel Programs?24分鐘
Benchmarking Parallel Programs17分鐘
5 個閱讀材料
Tools Setup10分鐘
Eclipse Tutorial10分鐘
IntelliJ IDEA Tutorial10分鐘
Sbt Tutorial10分鐘
Submitting Solutions10分鐘
2
完成時間為 8 小時

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....
6 個視頻 (總計 100 分鐘), 2 個測驗
6 個視頻
Data Operations and Parallel Mapping18分鐘
Parallel Fold (Reduce) Operation18分鐘
Associativity I14分鐘
Associativity II17分鐘
Parallel Scan (Prefix Sum) Operation24分鐘
3
完成時間為 7 小時

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....
5 個視頻 (總計 51 分鐘), 2 個測驗
5 個視頻
Data-Parallel Operations I6分鐘
Data-Parallel Operations II8分鐘
Scala Parallel Collections15分鐘
Splitters and Combiners7分鐘
4
完成時間為 7 小時

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....
5 個視頻 (總計 57 分鐘), 2 個測驗
5 個視頻
Parallel Two-phase Construction14分鐘
Conc-tree Data Structure14分鐘
Amortized, Constant-time Append Operation11分鐘
Conc-Tree Combiners4分鐘
4.5
234 個審閱Chevron Right

23%

完成這些課程後已開始新的職業生涯

20%

通過此課程獲得實實在在的工作福利

熱門審閱

創建者 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.

創建者 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.

講師

Avatar

Prof. Viktor Kuncak

Associate Professor
School of Computer and Communication Sciences
Avatar

Dr. Aleksandar Prokopec

Principal Researcher
Oracle Labs

關於 洛桑联邦理工学院

關於 Functional Programming in Scala 專項課程

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

常見問題

  • 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。

還有其他問題嗎?請訪問 學生幫助中心