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Características del producto

Características principales

Título del libro
Advanced Analytics with Spark Patterns for Learning from Data at Scale SECOND EDITION
Autor
Sandy Ryza, Uri Laserson, Sean Owen, and Josh Wills
Idioma
Inglés
Editorial del libro
O'Reilly Media

Otras características

Género del libro
Bases de datos y big data
Tipo de narración
Manual
Edad mínima recomendada
15 años
Edad máxima recomendada
99 años
ISBN
9781491972953

Descripción

In the second edition of this practical book, four Cloudera data scientists present a set of self-contained patterns for performing large-scale data analysis with Spark. The authors bring Spark, statistical methods, and real-world data sets together to teach you how to approach analytics problems by example. Updated for Spark 2.1, this edition acts as an introduction to these techniques and other best practices in Spark programming.
You’ll start with an introduction to Spark and its ecosystem, and then dive into patterns that apply common techniques—including classification, clustering, collaborative filtering, and anomaly detection—to fields such as genomics, security, and finance.
If you have an entry-level understanding of machine learning and statistics, and you program in Java, Python, or Scala, you’ll find the book’s patterns useful for working on your own data applications.
With this book, you will:
Familiarize yourself with the Spark programming model
Become comfortable within the Spark ecosystem
Learn general approaches in data science
Examine complete implementations that analyze large public data sets
Discover which machine learning tools make sense for particular problems
Acquire code that can be adapted to many uses

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