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Hands-On Neural Networks

You're reading from  Hands-On Neural Networks

Product type Book
Published in May 2019
Publisher Packt
ISBN-13 9781788992596
Pages 280 pages
Edition 1st Edition
Languages
Authors (2):
Leonardo De Marchi Leonardo De Marchi
Profile icon Leonardo De Marchi
Laura Mitchell Laura Mitchell
Profile icon Laura Mitchell
View More author details
Toc

Table of Contents (16) Chapters close

Preface 1. Section 1: Getting Started
2. Getting Started with Supervised Learning 3. Neural Network Fundamentals 4. Section 2: Deep Learning Applications
5. Convolutional Neural Networks for Image Processing 6. Exploiting Text Embedding 7. Working with RNNs 8. Reusing Neural Networks with Transfer Learning 9. Section 3: Advanced Applications
10. Working with Generative Algorithms 11. Implementing Autoencoders 12. Deep Belief Networks 13. Reinforcement Learning 14. Whats Next? 15. Other Books You May Enjoy

Deep Belief Networks

In this chapter, we will explain what Deep Belief Networks (DBNs) are and how they have been applied to some real-world problems. We will initially introduce some fundamental concepts that need to be understood first, before diving into the details of DBNs. We will give examples as to how these models can be implemented in Python and make predictions on some commonly used datasets.

The following are the topics covered in this chapter:

  • Overview of DBNs
  • DBN architecture
  • Training DBNs
  • Fine-tuning
  • Datasets and libraries
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