Apache Spark Machine Learning Cookbook by Siamak Amirghodsi

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By Siamak Amirghodsi

Over eighty recipes to simplify computer studying version implementations with Spark

About This Book

  • Solve the day by day difficulties of knowledge technological know-how with Spark
  • This designated cookbook contains fascinating and intuitive numerical recipes
  • Optimize your paintings via buying, cleansing, interpreting, predicting, and visualizing your data

Who This ebook Is For

This ebook is for Scala builders with a pretty sturdy publicity to and knowing of computing device studying ideas, yet lack functional implementations with Spark. a fantastic wisdom of desktop studying algorithms is thought, in addition to hands-on adventure of enforcing ML algorithms with Scala. even if, you don't want to be accustomed to the Spark ML libraries and ecosystem.

What you are going to Learn

  • Get to grasp how Scala and Spark cross hand-in-hand for builders whilst constructing ML structures with Spark
  • Build a advice engine that scales with Spark
  • Find out the right way to construct unsupervised clustering platforms to categorise information in Spark
  • Build laptop studying platforms with the choice Tree and Ensemble versions in Spark
  • Deal with the curse of high-dimensionality in monstrous information utilizing Spark
  • Implement textual content analytics for se's in Spark
  • Streaming laptop studying procedure implementation utilizing Spark

In Detail

Machine studying goals to extract wisdom from info, counting on basic techniques in computing device technological know-how, facts, likelihood, and optimization. studying approximately algorithms permits a variety of functions, from daily projects equivalent to product thoughts and junk mail filtering to bleeding part purposes equivalent to self-driving autos and custom-made medication. you are going to achieve hands-on adventure of utilising those rules utilizing Apache Spark, a cluster computing approach compatible for large-scale laptop studying tasks.

This ebook starts with a brief review of establishing the mandatory IDEs to facilitate the execution of code examples that may be lined. It additionally highlights a few key matters builders face whereas brooding about Scala for desktop studying and through the swap over to Spark. We development by means of uncovering some of the Spark APIs and the implementation of ML algorithms with constructing category structures, advice engines, clustering and studying structures. in the direction of the ultimate chapters, we’ll concentrate on construction high-end purposes and clarify a variety of unsupervised methodologies and demanding situations to take on while enforcing with vast facts ML systems.

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