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.
Dieser Kurs ist Teil der Spezialisierung Spezialisierung Functional Programming in Scala
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Spezialisierung Functional Programming in ScalaÉcole Polytechnique Fédérale de LausanneÜber diesen Kurs
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- Scala Programming
- Big Data
- Apache Spark
- SQL
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Lehrplan - Was Sie in diesem Kurs lernen werden
Getting Started + Spark Basics
Reduction Operations & Distributed Key-Value Pairs
Partitioning and Shuffling
Structured data: SQL, Dataframes, and Datasets
Bewertungen
- 5 stars73,02 %
- 4 stars21,13 %
- 3 stars4,35 %
- 2 stars0,66 %
- 1 star0,81 %
Top-Bewertungen von BIG DATA ANALYSIS WITH SCALA AND SPARK
It was really useful material. It would be really nice if there are more assignments to polish the materials we learn, but I am really satisfied with the course.
Great course to get going with Apache Spark. Would recommend to someone who has java or scala experience already and wants to learn about distributed processing.
the theory is very clear and well explained.
the practical assignments are a little bit ambiguous but they are overall very good and challenging.
highly recommended!
Good overview of the subject, covering all important aspects. Assignments were well prepared, with a couple of unclear points that were quickly discovered and explained on the forums.
Über den Spezialisierung Functional Programming in Scala
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