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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

Reinforcement learning basics

Reinforcement learning aims to create algorithms that can learn and adapt to environmental changes. This programming technique is based on the concept of receiving external stimuli that depend on the actions chosen by the agent. A correct choice will involve a reward, while an incorrect choice will lead to a penalty. The goal of the system is to achieve the best possible result, of course.

These mechanisms derive from the basic concepts of machine learning (ML) (learning from experience), in an attempt to simulate human behavior. In fact, in our mind, we activate brain mechanisms that lead us to chase and repeat what, in us, produce feelings of gratification and well-being. Whenever we experience moments of pleasure (for example, food, sex, and love), substances are produced in our brains that work by reinforcing that same stimulus, thus emphasizing...

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