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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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Automotive Painting Technology: A Monozukuri-Hitozukuri Perspective
Automotive Painting Technology: A Monozukuri-Hitozukuri Perspective

This book offers unique and valuable contributions to the field. It offers breadth and inclusiveness. Most existing works on automotive painting cover only a single aspect of this complex topic, such as the chemistry of paint or paint booth technology. Monozukuri and Hitozukuri are Japanese terms that can be translated as “making...

Innate Immunity of Plants, Animals and Humans (Nucleic Acids and Molecular Biology)
Innate Immunity of Plants, Animals and Humans (Nucleic Acids and Molecular Biology)

This book has been cunningly designed to provide an overview of our current knowledge about the innate immune systems of these three types of organisms. It not only covers the innate immune mechanisms and responses of such diverse organisms as plants, Cnidaria, Drosophila, urochordates and zebrafish, but also the major receptor systems in...

InDesign CS2 at Your Fingertips
InDesign CS2 at Your Fingertips
If you're making the switch from QuarkXPress or PageMaker to Adobe InDesign or just starting out with page layout and design, InDesign CS2 at Your Fingertips is your ultimate reference. Its award-winning format gives you easy and instant access to all the tasks you'll want to perform. Author Ted LoCascio is a highly qualified...

Google Maps Hacks
Google Maps Hacks

Want to find every pizza place within a 15-mile radius? Where the dog parks are in a new town? The most central meeting place for your class, club or group of friends? The cheapest gas stations on a day-to-day basis? The location of convicted sex offenders in an area to which you may be considering moving? The applications,...

Trading ETFs: Gaining an Edge with Technical Analysis
Trading ETFs: Gaining an Edge with Technical Analysis

A comprehensive catalog of exchange-traded funds and insights into successful trading techniques

This Second Edition of the bestselling Trading ETFs offers an updated version of the definitive guide to this vital part of the capital markets. It contains numerous new examples of the techniques that author Deron...

Microsoft Excel 2010: Introductory (Shelly Cashman Series(r) Office 2010)
Microsoft Excel 2010: Introductory (Shelly Cashman Series(r) Office 2010)

Microsoft Excel 2010: Introductory offers a number of new features and approaches, which improve student understanding, retention, transference, and skill in using Excel 2010. The following enhancements will enrich the learning experience:

• Office 2010 and Windows 7: Essential Concepts and Skills chapter presents basic
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