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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 FREE CHAPTER 2. Scala for Regression Analysis 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

Neural network architectures

We can categorize DL architectures into four groups:

  • Deep neural networks (DNNs)
  • Convolutional neural networks (CNNs)
  • Recurrent neural networks (RNNs)
  • Emergent architectures (EAs)

However, DNNs, CNNs, and RNNs have many improved variants. Although most of the variants are proposed or developed for solving domain-specific research problems, the basic working principles still follow the original DNN, CNN, and RNN architectures. The following subsections will give you a brief introduction to these architectures.

DNNs

DNNs are neural networks that have a complex and deeper architecture with a large number of neurons in each layer, and many connections between them. Although DNN refers to a very deep...

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