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Keras 2.x Projects

You're reading from  Keras 2.x Projects

Product type Book
Published in Dec 2018
Publisher Packt
ISBN-13 9781789536645
Pages 394 pages
Edition 1st Edition
Languages
Author (1):
Giuseppe Ciaburro Giuseppe Ciaburro
Profile icon Giuseppe Ciaburro
Toc

Table of Contents (13) Chapters close

Preface 1. Getting Started with Keras 2. Modeling Real Estate Using Regression Analysis 3. Heart Disease Classification with Neural Networks 4. Concrete Quality Prediction Using Deep Neural Networks 5. Fashion Article Recognition Using Convolutional Neural Networks 6. Movie Reviews Sentiment Analysis Using Recurrent Neural Networks 7. Stock Volatility Forecasting Using Long Short-Term Memory 8. Reconstruction of Handwritten Digit Images Using Autoencoders 9. Robot Control System Using Deep Reinforcement Learning 10. Reuters Newswire Topics Classifier in Keras 11. What is Next? 12. Other Books You May Enjoy

Summary

In this chapter, we have learned how to identify the sentiment of opinions in a specific context. To start, the basic concepts of sentiment analysis were covered. Sentiment analysis refers to a set of natural language processing techniques, text analysis, and computational linguistics that are used to identify and extract subjective information in written or spoken text sources. Different sentiment analysis techniques were explored. Then, the next challenges for sentiment analysis were analyzed. So, we have seen how semantic and lexical linguistic analysis can help us improve the performance of opinion grading systems.

In the second part of the chapter, the basics of RNN were addressed. In an RNN, a bidirectional flow of information is present. In contrast with the propagation of signals in feedforward networks, which takes place only in a continuous manner in one direction...

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