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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

Differentiable neural computer

Differentiable neural computer (DNC) refers to a new architecture of computers equipped with artificial intelligence that can access the memory and process it to answer new questions. This machine is therefore able to learn from its memory. This architecture of calculators was presented by its authors (the Google DeepMind team) in 2016 through the following publication: Graves, A., Wayne, G., Reynolds, M., Harley, T., Danihelka, I., Grabska-Barwińska, A., Colmenarejo, SG, Grefenstette, E., Ramalho, T., Agapiou, J., and Badia, AP, 2016. Hybrid computing using a neural network with dynamic external memory, Nature, 538 (7626), p.471.

When we, as humans, recall something to our minds from our memories, we take as input all of our memories and the context in which we are, and we return a new interpretation of the memory. Our process of remembering...

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