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學生對 洛桑联邦理工学院 提供的 Big Data Analysis with Scala and Spark 的評價和反饋

4.7
2,347 個評分
483 條評論

課程概述

Manipulating big data distributed over a cluster using functional concepts is rampant in industry, and is arguably one of the first widespread industrial uses of functional ideas. This is evidenced by the popularity of MapReduce and Hadoop, and most recently Apache Spark, a fast, in-memory distributed collections framework written in Scala. In this course, we'll see how the data parallel paradigm can be extended to the distributed case, using Spark throughout. We'll cover Spark's programming model in detail, being careful to understand how and when it differs from familiar programming models, like shared-memory parallel collections or sequential Scala collections. Through hands-on examples in Spark and Scala, we'll learn when important issues related to distribution like latency and network communication should be considered and how they can be addressed effectively for improved performance. Learning Outcomes. By the end of this course you will be able to: - read data from persistent storage and load it into Apache Spark, - manipulate data with Spark and Scala, - express algorithms for data analysis in a functional style, - recognize how to avoid shuffles and recomputation in Spark, Recommended background: You should have at least one year programming experience. Proficiency with Java or C# is ideal, but experience with other languages such as C/C++, Python, Javascript or Ruby is also sufficient. You should have some familiarity using the command line. This course is intended to be taken after Parallel Programming: https://www.coursera.org/learn/parprog1....

熱門審閱

BP

Nov 29, 2019

Excellent overview of Spark, including exercises that solidify what you learn during the lectures. The development environment setup tutorials were also very helpful, as I had not yet worked with sbt.

CC

Jun 08, 2017

The sessions where clearly explained and focused. Some of the exercises contained slightly confusing hints and information, but I'm sure those mistakes will be ironed out in future iterations. Thanks!

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176 - Big Data Analysis with Scala and Spark 的 200 個評論(共 467 個)

創建者 Cisco D

May 06, 2018

Accurate content and good explanations. I have got fun with this course

創建者 Mostafa J

Jun 13, 2017

Very challenging but I learned a lot.

Thanks a lot, Dr. Heather Miller!

創建者 AOC

May 17, 2019

Very engaging and tutor showed excellent delivery. thanks to Coursera.

創建者 Rafael M C

Jun 20, 2017

Content was useful, overall a good course. Lectures were kind of dull.

創建者 Beibit

Jun 27, 2019

Very nice course. Good level of explanations, good examples and pace.

創建者 rohith a k

Apr 30, 2018

It is indeed a very good course, but 2nd assignment was tough though.

創建者 Andrew P M

Apr 08, 2020

Excellent course with great content. Really helped me in my day job!

創建者 Kyle A

Oct 23, 2019

Very real examples for the exercises and a great way to learn Spark!

創建者 Khaled J A

Sep 28, 2019

this is an outstanding course to learn BIg data with scala and spark

創建者 Carlos S

Jan 23, 2018

Very good !! ... Thanks Heather Miller for such cool class !! (Y) <3

創建者 Martin P

Aug 23, 2017

From easy to hard, not very long, but very practical!

Thanks Heather!

創建者 Martin M

May 02, 2020

A very nicely paced introduction to spark and all of its major APIs

創建者 Vishwanath G

Mar 17, 2018

Learnt a lot with this course. Excellent explinations of concepts..

創建者 Milorad T

Apr 09, 2020

The best in the specialization. Teacher is such easy to listen to.

創建者 Johan R

Dec 28, 2018

Very good introduction which gets you to be productive on your own

創建者 Eike H

Mar 16, 2020

Great course, helped me quickly gain important insights to Spark.

創建者 Gao Y

Apr 04, 2017

Nice course. Big jump at the end. The assignment is well hinted.

創建者 Yogen R

Mar 28, 2020

Excellent course materials and concepts explanation by Heather!

創建者 Navjinder V

Dec 18, 2018

Great Course content with amazing and challenging assignments!

創建者 lu

Sep 17, 2017

A good introduction to Scala programming in Spark environment.

創建者 Gary Z

Apr 10, 2017

Best Spark Scala course! Clear explanation! Thanks Dr. Heather

創建者 Konrad C

Jan 27, 2019

A lot things to learn and experiment.

Challenging assignments.

創建者 Natalija I

Sep 26, 2018

Great course, I really enjoyed learning! Thank you Dr. Miller

創建者 Deleted A

Aug 21, 2017

It's a great course for those who want to learn Apache Spark.

創建者 Parker G

Apr 10, 2017

Great course! The powerpoint/slides/pdfs are a GREAT resource