Machine Learning with Spark

Create scalable machine learning applications to power a modern data-driven business using Spark



Bookstore > Books > Machine Learning with Spark

Price$29.99 - $58.31
Rating
AuthorNick Pentreath
PublisherPackt Publishing
Published2015
Pages338
LanguageEnglish
FormatPaper book / ebook (PDF)
ISBN-101783288515
ISBN-139781783288519
EBook Hardcover Paperback

Apache Spark is a framework for distributed computing that is designed from the ground up to be optimized for low latency tasks and in-memory data storage. It is one of the few frameworks for parallel computing that combines speed, scalability, in-memory processing, and fault tolerance with ease of programming and a flexible, expressive, and powerful API design.

This book guides you through the basics of Spark's API used to load and process data and prepare the data to use as input to the various machine learning models. There are detailed examples and real-world use cases for you to explore common machine learning models including recommender systems, classification, regression, clustering, and dimensionality reduction. You will cover advanced topics such as working with large-scale text data, and methods for online machine learning and model evaluation using Spark Streaming.





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