Sale!

Advanced Analytics with Spark: Patterns for Learning from Data at Scale

$49.99 $34.93 (as of August 2, 2016, 5:34 am)

Usually ships in 24 hours

Categories: ,
Share This Page » 

Description

Share This Page » 

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

Frequently Bought Together

  • Advanced Analytics with Spark: Patterns for Learning from Data at Scale
    +
  • Data Science from Scratch: First Principles with Python
    +
  • Programming Scala: Scalability = Functional Programming + Objects
    +
  • Hadoop Application Architectures
  • Price for all: $101.58

Additional information

Author

Binding

Brand

EAN

EANList

Edition

ISBN

ItemDimensions

Label

Languages

Manufacturer

MPN

NumberOfItems

NumberOfPages

PackageDimensions

PackageQuantity

PartNumber

ProductGroup

ProductTypeName

PublicationDate

Publisher

Studio

Reviews

There are no reviews yet.

Be the first to review “Advanced Analytics with Spark: Patterns for Learning from Data at Scale”

Your email address will not be published. Required fields are marked *