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HomeE-Learning ShopDevelopmentSoftware Engineering Big Data Analysis with Scala and Spark
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Functional Programming in Scala Capstone $79.00

Big Data Analysis with Scala and Spark

$79.00

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. read more…

Level

Beginner

Rating

4 Stars

Duration

7 – 16 Hours

Language

English

Subtitle

English

Feature

Captions, Certification, Downloadable, Exercises, On-Demand, Quizzes

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Categories: Development, Software Engineering Tags: Apache Spark, Big Data, Scala Programming, SQL
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Description

What you'll learn

Getting Started + Spark Basics

Reduction Operations & Distributed Key-Value Pairs

Partitioning and Shuffling

Structured data: SQL, Dataframes, and Datasets

Description

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.

Requirements

Access to a computer or mobile device with an internet connection.

Motivation to learn!

There are no special materials or prerequisite knowledge required for this course.

Who this course is for

Students who are new to this field

Students willing to put in a couple hours to learn about Big Data Analysis with Scala and Spark

Advanced students wanting to add another skill to their portfolio

Content Creator

Prof. Heather Miller – Assistant Professor – Carnegie Mellon University

This course includes

Participation Confirmation/Certificate

Option for learning at your own pace

Videos and reading material about the course

Practice tests

Assessed tasks with feedback from other course participants

Evaluated tests with feedback

Evaluated programming tasks

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