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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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Artificial Intelligence for Humans, Volume 3: Deep Learning and Neural Networks
Artificial Intelligence for Humans, Volume 3: Deep Learning and Neural Networks

Neural networks have been a mainstay of artificial intelligence since its earliest days. Now, exciting new technologies such as deep learning and convolution are taking neural networks in bold new directions. In this book, we will demonstrate the neural networks in a variety of real-world tasks such as image recognition and data science. We...

HTML5 and CSS3: Level Up with Today's Web Technologies
HTML5 and CSS3: Level Up with Today's Web Technologies

HTML5 and CSS3 are more than just buzzwords--they're the foundation for today's web applications. This book gets you up to speed on the HTML5 elements and CSS3 features you can use right now in your current projects, with backwards compatible solutions that ensure that you don't leave users of older browsers behind. This new...

Engineering Innovative Products: A Practical Experience
Engineering Innovative Products: A Practical Experience

"The book provides vital insights into commercial development for engineering students in a highly practical and applied manner. Over the past 3 years, application of the book’s material has allowed the students to develop their commercial literacy and ambition in the University."
Steve Orr, Director,
...


Learn Python Visually
Learn Python Visually

Learn Python Visually is a modern breakthrough that makes learning programming more intuitive, easier, and fun. Using the most basic approach to learning that we all inherently know from childhood, "Learn Python VISUALLY" solves the comprehension problem that so many other books cannot seem to bridge. Visual learners retain...

The Book of R: A First Course in Programming and Statistics
The Book of R: A First Course in Programming and Statistics

The Book of R is a comprehensive, beginner-friendly guide to R, the world’s most popular programming language for statistical analysis. Even if you have no programming experience and little more than a grounding in the basics of mathematics, you’ll find everything you need to begin using R effectively for statistical...

Python for Secret Agents - Second Edition
Python for Secret Agents - Second Edition

Gather, analyze, and decode data to reveal hidden facts using Python, the perfect tool for all aspiring secret agents

About This Book

  • Discover the essential features of Python programming: statements, variables, expressions, and many of the built-in data types
  • Use Python's standard...
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