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Scala for Data Science

You're reading from   Scala for Data Science Leverage the power of Scala with different tools to build scalable, robust data science applications

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Product type Paperback
Published in Jan 2016
Publisher
ISBN-13 9781785281372
Length 416 pages
Edition 1st Edition
Languages
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Author (1):
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Pascal Bugnion Pascal Bugnion
Author Profile Icon Pascal Bugnion
Pascal Bugnion
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Toc

Table of Contents (17) Chapters Close

Preface 1. Scala and Data Science FREE CHAPTER 2. Manipulating Data with Breeze 3. Plotting with breeze-viz 4. Parallel Collections and Futures 5. Scala and SQL through JDBC 6. Slick – A Functional Interface for SQL 7. Web APIs 8. Scala and MongoDB 9. Concurrency with Akka 10. Distributed Batch Processing with Spark 11. Spark SQL and DataFrames 12. Distributed Machine Learning with MLlib 13. Web APIs with Play 14. Visualization with D3 and the Play Framework A. Pattern Matching and Extractors Index

Conventions

In this book, you will find a number of text styles that distinguish between different kinds of information. Here are some examples of these styles and an explanation of their meaning.

Code words in text, database table names, folder names, filenames, file extensions, pathnames, dummy URLs, and user input are shown as follows: "We can import modules with the import statement."

A block of code is set as follows:

def occurrencesOf[A](elem:A, collection:List[A]):List[Int] = {
  for { 
    (currentElem, index) <- collection.zipWithIndex
    if (currentElem == elem)
  } yield index
}

When we wish to draw your attention to a particular part of a code block, the relevant lines or items are set in bold:

def occurrencesOf[A](elem:A, collection:List[A]):List[Int] = {
  for { 
    (currentElem, index) <- collection.zipWithIndex
    if (currentElem == elem)
  } yield index
}

Any command-line input or output is written as follows:

scala> val nTosses = 100
nTosses: Int = 100

scala> def trial = (0 until nTosses).count { i =>
   util.Random.nextBoolean() // count the number of heads
}
trial: Int

New terms and important words are shown in bold. Words that you see on the screen, for example, in menus or dialog boxes, appear in the text like this: "Clicking the Next button moves you to the next screen."

Note

Warnings or important notes appear in a box like this.

Tip

Tips and tricks appear like this.

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