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Volver a Big Data Analysis with Scala and Spark

Opiniones y comentarios de aprendices correspondientes a Big Data Analysis with Scala and Spark por parte de École Polytechnique Fédérale de Lausanne

2,545 calificaciones
521 reseña

Acerca del Curso

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:

Principales reseñas


28 de nov. de 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.


7 de jun. de 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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201 - 225 de 506 revisiones para Big Data Analysis with Scala and Spark

por Kyle A

23 de oct. de 2019

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

por Khaled J A

28 de sep. de 2019

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

por Carlos S

23 de ene. de 2018

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

por Martin P

22 de ago. de 2017

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

Thanks Heather!

por Martin M

2 de may. de 2020

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

por Vishwanath G

17 de mar. de 2018

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

por Milorad T

9 de abr. de 2020

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

por Johan R

28 de dic. de 2018

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

por Eike H

16 de mar. de 2020

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

por Gao Y

4 de abr. de 2017

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

por Yogen R

28 de mar. de 2020

Excellent course materials and concepts explanation by Heather!

por Navjinder V

18 de dic. de 2018

Great Course content with amazing and challenging assignments!

por lu

16 de sep. de 2017

A good introduction to Scala programming in Spark environment.

por Gary Z

9 de abr. de 2017

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

por Janis S

7 de oct. de 2020

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

por Konrad C

27 de ene. de 2019

A lot things to learn and experiment.

Challenging assignments.

por Natalija I

26 de sep. de 2018

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

por Deleted A

21 de ago. de 2017

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

por Parker G

10 de abr. de 2017

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

por Carsten I

30 de jun. de 2019

Excellent class, very well stuctured, clear and informative.

por Murat A

19 de ene. de 2019

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

por Manoj K

27 de ago. de 2017

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

por Sivakumar P

29 de nov. de 2018

Course is very useful to understand Spark and Scala things.

por Giang N

23 de sep. de 2021

G​reat assigments make me work hard to earn perfect points

por Ravishankar N N

14 de sep. de 2017

Superb course..very detailed and useful.. highly recommend