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
Download Now Read Online

Advanced Analytics With Spark


Download Now Read Online

Author by : Sandy Ryza
Languange Used : en
Release Date : 2015-04-02
Publisher by : "O'Reilly Media, Inc."

In this practical book, four Cloudera data scientists present a set of self-contained patterns for performing

Advanced Analytics With Spark


Download Now Read Online

Author by : Sandy Ryza
Languange Used : en
Release Date : 2017-06-12
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


Download Now Read Online

Author by : Sandy Ryza
Languange Used : en
Release Date : 2017-06-12
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

Big Data Analytics With Spark


Download Now Read Online

Author by : Mohammed Guller
Languange Used : en
Release Date : 2015-12-29
Publisher by : Apress

Big Data Analytics with Spark is a step-by-step guide for learning Spark, which is an open-source fast and gen

Mastering Apache Spark


Download Now Read Online

Author by : Mike Frampton
Languange Used : en
Release Date : 2015-09-30
Publisher by : Packt Publishing Ltd

Gain expertise in processing and storing data by using advanced techniques with Apache Spark About This Book E

Learning Spark


Download Now Read Online

Author by : Holden Karau
Languange Used : en
Release Date : 2015-01-28
Publisher by : "O'Reilly Media, Inc."

Data in all domains is getting bigger. How can you work with it efficiently? Recently updated for Spark 1.3, t

Advanced Analytics With Spark


Download Now Read Online

Author by : Sandy Ryza. Uri Laserson. Sean Owen. Josh Wills
Languange Used : en
Release Date : 2015
Publisher by :

Leave a Reply