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Machine Learning with Scala Quick Start Guide

You're reading from   Machine Learning with Scala Quick Start Guide Leverage popular machine learning algorithms and techniques and implement them in Scala

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789345070
Length 220 pages
Edition 1st Edition
Languages
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Authors (2):
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Md. Rezaul Karim Md. Rezaul Karim
Author Profile Icon Md. Rezaul Karim
Md. Rezaul Karim
Ajay Kumar N Ajay Kumar N
Author Profile Icon Ajay Kumar N
Ajay Kumar N
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Toc

Table of Contents (9) Chapters Close

Preface 1. Introduction to Machine Learning with Scala 2. Scala for Regression Analysis FREE CHAPTER 3. Scala for Learning Classification 4. Scala for Tree-Based Ensemble Techniques 5. Scala for Dimensionality Reduction and Clustering 6. Scala for Recommender System 7. Introduction to Deep Learning with Scala 8. Other Books You May Enjoy

Introduction to Machine Learning with Scala

In this chapter, we will explain some basic concepts of machine learning (ML) that will be used in all subsequent chapters. We will start with a brief introduction to ML including basic learning workflow, ML rule of thumb, and different learning tasks. Then we will gradually cover most important ML tasks.

Also, we will discuss getting started with Scala and Scala-based ML libraries for getting a quick start for the next chapter. Finally, we get started with ML with Scala and Spark ML by solving a real-life problem. The chapter will briefly cover the following topics:

  • Overview of ML
  • ML tasks
  • Introduction to Scala
  • Scala ML libraries
  • Getting started with ML with Spark ML
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