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Keras 2.x Projects

You're reading from   Keras 2.x Projects 9 projects demonstrating faster experimentation of neural network and deep learning applications using Keras

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781789536645
Length 394 pages
Edition 1st Edition
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Author (1):
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Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Table of Contents (13) Chapters Close

Preface 1. Getting Started with Keras FREE CHAPTER 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

Pattern recognition using a Keras neural network

Heart diseases are often underestimated, but, in reality, they are the leading cause of death in the world. Among them, coronary artery disease (CAD) accounts for about a third of all deaths worldwide in people over 35 years of age. CAD is the result of arteriosclerosis, which consists in the narrowing of the blood vessels and the hardening of its walls. In some cases, CAD can completely block the influx of oxygen-rich blood to the heart muscle, causing a heart attack.

CAD is caused by an accumulation of waxy grease deposits on the inner walls of the arteries. These deposits consist of cholesterol, calcium, and other substances that travel in the blood; the product of their accumulation is called atherosclerotic plaque. This plaque can clog the coronary arteries and make them rigid and irregular, causing the so-called hardening...

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