Scalable programming with Scala and Spark [Video]

Scalable programming with Scala and Spark [Video]

Loonycorn

Use Scala and Spark for data analysis, machine learning and analytics
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Video Details

ISBN 13 9781788997881
Course Length 8 hours 59 minutes

Table of Contents

Video Description

Get your data to fly using Spark and Scala for analytics, machine learning, and data science. Let’s parse that. What's Spark? If you are an analyst or a data scientist, you're used to having multiple systems for working with data. SQL, Python, R, Java, etc. With Spark, you have a single engine where you can explore and play with large amounts of data, run machine learning algorithms and then use the same system to productionize your code. Scala: Scala is a general-purpose programming language - like Java or C++. Its functional programming nature and the availability of a REPL environment make it particularly suited for a distributed computing framework like Spark.

Analytics: Using Spark and Scala you can analyze and explore your data in an interactive environment with fast feedback. The course will show how to leverage the power of RDDs and Dataframes to manipulate data with ease.

Machine Learning and Data Science: Spark's core functionality and built-in libraries make it easy to implement complex algorithms like Recommendations with very few lines of code. We'll cover a variety of datasets and algorithms including PageRank, MapReduce and Graph datasets.

Style and Approach

The course will cover the installation of Scala - no worries on that front!

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What You Will Learn

  • Use Spark for a variety of analytics and Machine Learning tasks
  • Understand functional programming constructs in Scala
  • Implement complex algorithms like PageRank or Music Recommendations
  • Work with a variety of datasets from Airline delays to Twitter, Web graphs, Social networks and Product Ratings
  • Use all the different features and libraries of Spark : RDDs, Dataframes, Spark SQL, MLlib, Spark Streaming and GraphX
  • Write code in Scala REPL environments and build Scala applications with an IDE

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Table of Contents

Video Details

ISBN 139781788997881
Course Length8 hours 59 minutes
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