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Python Deep Learning Cookbook

You're reading from   Python Deep Learning Cookbook Over 75 practical recipes on neural network modeling, reinforcement learning, and transfer learning using Python

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Product type Paperback
Published in Oct 2017
Publisher Packt
ISBN-13 9781787125193
Length 330 pages
Edition 1st Edition
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Author (1):
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Indra den Bakker Indra den Bakker
Author Profile Icon Indra den Bakker
Indra den Bakker
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Toc

Table of Contents (15) Chapters Close

Preface 1. Programming Environments, GPU Computing, Cloud Solutions, and Deep Learning Frameworks 2. Feed-Forward Neural Networks FREE CHAPTER 3. Convolutional Neural Networks 4. Recurrent Neural Networks 5. Reinforcement Learning 6. Generative Adversarial Networks 7. Computer Vision 8. Natural Language Processing 9. Speech Recognition and Video Analysis 10. Time Series and Structured Data 11. Game Playing Agents and Robotics 12. Hyperparameter Selection, Tuning, and Neural Network Learning 13. Network Internals 14. Pretrained Models

Learning to drive a car with end-to-end learning

What is fascinating about deep learning is that we don't need to focus on feature engineering. Ideally, the network learns by itself what is important and what is not. An excellent example of such as case is behavioral cloning: a human demonstrates a certain task—this is the training data and an agent (deep learning model) tries to copy that behavior without specifying steps. In the case of autonomous vehicles in a protected environment with only a single agent, the agent should learn to drive on the road. We will demonstrate how to implement a deep learning model that teaches an agent to drive a car around a track.

Getting started

For this recipe, we will be using...

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