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Applied Deep Learning and Computer Vision for Self-Driving Cars

You're reading from  Applied Deep Learning and Computer Vision for Self-Driving Cars

Product type Book
Published in Aug 2020
Publisher Packt
ISBN-13 9781838646301
Pages 332 pages
Edition 1st Edition
Languages
Authors (2):
Sumit Ranjan Sumit Ranjan
Profile icon Sumit Ranjan
Dr. S. Senthamilarasu Dr. S. Senthamilarasu
Profile icon Dr. S. Senthamilarasu
View More author details

Table of Contents (18) Chapters

Preface 1. Section 1: Deep Learning Foundation and SDC Basics
2. The Foundation of Self-Driving Cars 3. Dive Deep into Deep Neural Networks 4. Implementing a Deep Learning Model Using Keras 5. Section 2: Deep Learning and Computer Vision Techniques for SDC
6. Computer Vision for Self-Driving Cars 7. Finding Road Markings Using OpenCV 8. Improving the Image Classifier with CNN 9. Road Sign Detection Using Deep Learning 10. Section 3: Semantic Segmentation for Self-Driving Cars
11. The Principles and Foundations of Semantic Segmentation 12. Implementing Semantic Segmentation 13. Section 4: Advanced Implementations
14. Behavioral Cloning Using Deep Learning 15. Vehicle Detection Using OpenCV and Deep Learning 16. Next Steps 17. Other Books You May Enjoy

Summary

This chapter addressed the question of how SDCs are becoming a reality. We discovered that SDC technology has existed for decades. We learned how it has evolved, and about advanced research through the arrival of computational power such as GPUs. We also learned about the advantages, disadvantages, challenges, and levels of autonomy of an SDC.

Don't worry if you feel a bit confused or overwhelmed after reading this chapter. The purpose of this chapter was to provide you with an extremely high-level overview of SDCs.

In the next chapter, we are going to study the concept of deep learning more closely. This is the most interesting and important topic of this book, and after reading Chapter 2Dive Deep into Deep Neural Networks, you will be well versed in deep learning.

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Applied Deep Learning and Computer Vision for Self-Driving Cars
Published in: Aug 2020 Publisher: Packt ISBN-13: 9781838646301
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