Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Scala for Machine Learning

You're reading from   Scala for Machine Learning Leverage Scala and Machine Learning to construct and study systems that can learn from data

Arrow left icon
Product type Paperback
Published in Dec 2014
Publisher
ISBN-13 9781783558742
Length 624 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Patrick R. Nicolas Patrick R. Nicolas
Author Profile Icon Patrick R. Nicolas
Patrick R. Nicolas
Arrow right icon
View More author details
Toc

Table of Contents (15) Chapters Close

Preface 1. Getting Started FREE CHAPTER 2. Hello World! 3. Data Preprocessing 4. Unsupervised Learning 5. Naïve Bayes Classifiers 6. Regression and Regularization 7. Sequential Data Models 8. Kernel Models and Support Vector Machines 9. Artificial Neural Networks 10. Genetic Algorithms 11. Reinforcement Learning 12. Scalable Frameworks A. Basic Concepts Index

Scala programming

The following is a partial list of coding practices and design techniques used throughout the book.

List of libraries

The libraries directory contains the JAR files related to the third-party libraries or frameworks used in this book. Not all libraries are needed for every chapter. The list is as follows:

  • Apache Commons Math 3.3 in Chapter 3, Data Preprocessing; Chapter 4, Unsupervised Learning; and Chapter 6, Regression and Regularization
  • JFChart 1.0.1 in Chapter 1, Getting Started; Chapter 2, Hello World!; Chapter 5, Naïve Bayes Classifiers; and Chapter 9, Artificial Neural Networks
  • Iitb CRF 0.2 (including L-BFGS and Colt libraries) in Chapter 7, Sequential Data Models
  • LIBSVM 0.1.6 in Chapter 8, Kernel Models and Support Vector Machines
  • Akka framework 2.2.4 in Chapter 12, Scalable Frameworks
  • Apache Spark/MLlib 1.1 in Chapter 12, Scalable Frameworks

Tip

Note for Spark developers

The Scala library and compiler JAR files bundled with the assembly JAR file of Apache Spark contain...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime