Advanced Analytics with Spark

Ebook

In 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.

You’ll start with an introduction to Spark and its ecosystem, and then dive into patterns that apply common techniques—classification, collaborative filtering, and anomaly detection among others—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 these patterns useful for working on your own data applications.

Patterns include:

  • Recommending music and the Audioscrobbler data set
  • Predicting forest cover with decision trees
  • Anomaly detection in network traffic with K-means clustering
  • Understanding Wikipedia with Latent Semantic Analysis
  • Analyzing co-occurrence networks with GraphX
  • Geospatial and temporal data analysis on the New York City Taxi Trips data
  • Estimating financial risk through Monte Carlo simulation
  • Analyzing genomics data and the BDG project
  • Analyzing neuroimaging data with PySpark and Thunder
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Advanced Analytics With Spark


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Languange Used : en
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Publisher by : "O'Reilly Media, Inc."

In the second edition of this practical book, four Cloudera data scientists present a set of self-contained pa

Advanced Analytics With Spark


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Release Date : 2015-10-15
Publisher by : Editions Eyrolles

Nous vivons une époque très excitante, qui ramène l'analyse de données et les méthodes quantitatives au c

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Release Date : 2017-05-25
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Author by : Henning Dekant
Languange Used : en
Release Date : 2016-08-06
Publisher by : Apress

This book is for the advanced Spark user, who is looking to deploy Spark in Docker containers, and wants to le

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Author by : Élie Faure
Languange Used : fr
Release Date : 2015-06-29
Publisher by : Booklassic

Médecin érudit, Élie Faure compose en une vingtaine d'années (1909-1927) une monumentale Histoire de l'art

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Author by : Romeo Kienzler
Languange Used : en
Release Date : 2017-07-26
Publisher by : Packt Publishing Ltd

Advanced analytics on your Big Data with latest Apache Spark 2.x About This Book An advanced guide with a comb

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