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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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Deploying with JRuby: Deliver Scalable Web Apps using the JVM (Pragmatic Programmers)
Deploying with JRuby: Deliver Scalable Web Apps using the JVM (Pragmatic Programmers)
Your website has just crashed, and you’re losing money. The application is built on Rails, runs on MRI, and is served up with Mongrel and Apache. Having this kind of infrastructure means that you’re managing more processes than you can count on two hands.

The background jobs are run
...
Creating a Web Site with Flash : Visual QuickProject Guide
Creating a Web Site with Flash : Visual QuickProject Guide

Face it: Poorly designed, static Web sites just don't cut it anymore. The Web (not to mention the technology surrounding it) has been around long enough, and people have grown accustomed enough to dealing with it, that folks want (and expect) a little razzle-dazzle when they go online. For just $12.99, this compact guide...

Noise Sources in Turbulent Shear Flows: Fundamentals and Applications (CISM International Centre for Mechanical Sciences)
Noise Sources in Turbulent Shear Flows: Fundamentals and Applications (CISM International Centre for Mechanical Sciences)

The articles in this volume present the state-of-the-art in noise prediction, modeling and measurement. The articles are partially based on class notes provided during the course `Noise sources in turbulent shear flows', given at CISM on April 2011. The first part contains general concepts of aero acoustics, including vortex sound theory...


Beginning ASP.NET 3.5 in VB 2008: From Novice to Professional, Second Edition (Beginning from Novice to Professional)
Beginning ASP.NET 3.5 in VB 2008: From Novice to Professional, Second Edition (Beginning from Novice to Professional)
Matthew MacDonald is an author, educator, and MCSD developer who has a passion for emerging technologies. He is a regular writer for developer journals such as Inside Visual Basic, ASPToday, and Hardcore Visual Studio .NET, and he's the author of several books about programming with .NET, including User Interfaces in VB .NET: Windows Forms and...
Stochastic Systems: Uncertainty Quantification and Propagation (Springer Series in Reliability Engineering)
Stochastic Systems: Uncertainty Quantification and Propagation (Springer Series in Reliability Engineering)

Uncertainty is an inherent feature of both properties of physical systems and the inputs to these systems that needs to be quantified for cost effective and reliable designs. The states of these systems satisfy equations with random entries, referred to as stochastic equations, so that they are random functions of time and/or space. The...

Injectable Fillers in Aesthetic Medicine
Injectable Fillers in Aesthetic Medicine

Fillers in Aesthetic Medicine is an excellent and comprehensive overview on the clinical use of fillers in aesthetic medicine. It is designed to assist dermatologists as well as plastic surgeons in the aesthetic medical treatment of their patients.

Based on evidence-based medicine guidelines, the first part of the book describes...

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