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学生对 École Polytechnique Fédérale de Lausanne 提供的 Big Data Analysis with Scala and Spark 的评价和反馈

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2,595 个评分

课程概述

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://hua.dididi.sbs/learn/parprog1....

热门审阅

CC

Jun 7, 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!

AW

Dec 5, 2025

This course has a bit over-complicated practice assignments (where overcomplication is not related to the course), but the content itself is really good, communicative and 100% worth going through.

筛选依据：

201 - Big Data Analysis with Scala and Spark 的 225 个评论（共 511 个）

创建者 Beibit

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Jun 26, 2019

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

创建者 rohith a k

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Apr 30, 2018

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

创建者 Andrew P M

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Apr 8, 2020

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

创建者 Kyle A

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Oct 23, 2019

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

创建者 Khaled J A

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Sep 27, 2019

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

创建者 Carlos S

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Jan 23, 2018

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

创建者 Martin P

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Aug 22, 2017

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

Thanks Heather!

创建者 Martin M

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May 2, 2020

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

创建者 Vishwanath G

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Mar 16, 2018

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

创建者 Milorad T

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Apr 9, 2020

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

创建者 Johan R

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Dec 28, 2018

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

创建者 Eike H

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Mar 16, 2020

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

创建者 Gao Y

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Apr 4, 2017

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

创建者 Yogen R

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Mar 28, 2020

Excellent course materials and concepts explanation by Heather!

创建者 Navjinder V

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Dec 18, 2018

Great Course content with amazing and challenging assignments!

创建者 lu

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Sep 16, 2017

A good introduction to Scala programming in Spark environment.

创建者 Gary Z

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Apr 9, 2017

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

创建者 Janis S

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Oct 7, 2020

The best Apache Spark course I have seen so far. Many thanks.

创建者 Konrad C

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Jan 27, 2019

A lot things to learn and experiment.

Challenging assignments.

创建者 Natalija I

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Sep 25, 2018

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

创建者 Deleted A

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Aug 21, 2017

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

创建者 Parker G

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Apr 10, 2017

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

创建者 Carsten I

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Jun 30, 2019

Excellent class, very well stuctured, clear and informative.

创建者 Murat A

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Jan 19, 2019

It was very challenging, but also informative. Thanks a lot.

创建者 Manoj K

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Aug 27, 2017

This course make me to fall in love with SPARK framework :)