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

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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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Cognitive Radio Architecture: The Engineering Foundations of Radio XML
Cognitive Radio Architecture: The Engineering Foundations of Radio XML
An exciting new technology, described by the one who invented it 

This is the first book dedicated to cognitive radio, a promising new technology that is poised to revolutionize the telecommunications industry with increased wireless flexibility. Cognitive radio technology integrates computational intelligence into software-defined radio...

The Joy of Clojure
The Joy of Clojure

Summary

The Joy of Clojure, Second Edition is a deep look at the Clojure language. Fully updated for Clojure 1.6, this new edition goes beyond just syntax to show you the "why" of Clojure and how to write fluent Clojure code. You'll learn functional and declarative approaches to programming...

Adobe Photoshop Lightroom Photographers' Guide
Adobe Photoshop Lightroom Photographers' Guide
If you’ve been photographing digitally for any length of time, you have probably been seduced by the easy way you can continue pressing the shutter release and seeing your work pop up on your camera’s view screen. All goes well as you download memory card after memory card into your computer. After a number of months or even years go...

Multiset Processing: Mathematical, Computer Science, and Molecular Computing Points of View (Lecture Notes in Computer Science)
Multiset Processing: Mathematical, Computer Science, and Molecular Computing Points of View (Lecture Notes in Computer Science)
The multiset (a set with multiplicities associated with its elements, in the form of natural numbers) is a notion which has appeared again and again in many areas of mathematics and computer science, sometimes called a bag (some historical information appears in the enclosed paper by A. Syropoulos). As a data structure, this...
iPad and iPhone Kung Fu: Tips, Tricks, Hints, and Hacks for iOS 7
iPad and iPhone Kung Fu: Tips, Tricks, Hints, and Hacks for iOS 7

Printed in full color.

A shortcut straight to power-user level with over 300 tips, tricks, hints, and hacks to make your Apple device the one thing you can't live without. Learn the secrets of FaceTime, Maps, Safari, and Mail. Transform your Apple device into a go-to office tool, as well as tighten security to
...

The Definitive Guide to SOA: Oracle® Service Bus, Second Edition
The Definitive Guide to SOA: Oracle® Service Bus, Second Edition
The Definitive Guide to SOA: Oracle® Service Bus, Second Edition targets professional software developers and architects who know enterprise development but are new to enterprise service buses (ESBs) and service–oriented architecture (SOA) development. This is the first book to cover a practical approach to SOA using the BEA...
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