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Keras Deep Learning Cookbook

You're reading from   Keras Deep Learning Cookbook Over 30 recipes for implementing deep neural networks in Python

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Product type Paperback
Published in Oct 2018
Publisher Packt
ISBN-13 9781788621755
Length 252 pages
Edition 1st Edition
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Authors (3):
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Sujit Pal Sujit Pal
Author Profile Icon Sujit Pal
Sujit Pal
Manpreet Singh Ghotra Manpreet Singh Ghotra
Author Profile Icon Manpreet Singh Ghotra
Manpreet Singh Ghotra
Rajdeep Dua Rajdeep Dua
Author Profile Icon Rajdeep Dua
Rajdeep Dua
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Toc

Table of Contents (12) Chapters Close

Preface 1. Keras Installation 2. Working with Keras Datasets and Models FREE CHAPTER 3. Data Preprocessing, Optimization, and Visualization 4. Classification Using Different Keras Layers 5. Implementing Convolutional Neural Networks 6. Generative Adversarial Networks 7. Recurrent Neural Networks 8. Natural Language Processing Using Keras Models 9. Text Summarization Using Keras Models 10. Reinforcement Learning 11. Other Books You May Enjoy

Classification for spam detection

Spam detection is a common classification problem. In the following recipe, we have the corpus of raw text or documents, including labels of those documents marked spam or no spam. The data source here is the SMS Spam Collection v.1, which is a public set of SMS labeled messages that have been collected for mobile phone spam research.

The dataset can be downloaded from http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/. The following table lists the provided dataset in different file formats, the number of samples in each class, and the total number of samples:
Application File format # Spam # Ham Total Link
General Plain text 747 4,827 5,574

http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/smsspamcollection.zip

Weka ARFF 747 4,827 5,574 http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/smsSpamCollection.arff
...
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