Reader small image

You're reading from  Advanced Deep Learning with Python

Product typeBook
Published inDec 2019
Reading LevelIntermediate
PublisherPackt
ISBN-139781789956177
Edition1st Edition
Languages
Right arrow
Author (1)
Ivan Vasilev
Ivan Vasilev
author image
Ivan Vasilev

Ivan Vasilev started working on the first open source Java deep learning library with GPU support in 2013. The library was acquired by a German company, with whom he continued its development. He has also worked as a machine learning engineer and researcher in medical image classification and segmentation with deep neural networks. Since 2017, he has focused on financial machine learning. He co-founded an algorithmic trading company, where he's the lead engineer. He holds an MSc in artificial intelligence from Sofia University St. Kliment Ohridski and has written two previous books on the same topic.
Read more about Ivan Vasilev

Right arrow

Summary

In this chapter, we explored the applications of deep learning in AVs. We started with a brief historical overview of AV research and we discussed the different levels of autonomy. Then we described the components of the AV system and identified when it's appropriate to use DL techniques. Next, we looked at 3D-data processing and PointNet. Then we introduced the topic of implementing driving policies using behavioral cloning, and we implemented an imitation learning example with PyTorch. Finally, we looked at Waymo's ChauffeurNet system.

This chapter concludes our book. I hope you enjoyed the read!

lock icon
The rest of the page is locked
Previous PageNext Chapter
You have been reading a chapter from
Advanced Deep Learning with Python
Published in: Dec 2019Publisher: PacktISBN-13: 9781789956177

Author (1)

author image
Ivan Vasilev

Ivan Vasilev started working on the first open source Java deep learning library with GPU support in 2013. The library was acquired by a German company, with whom he continued its development. He has also worked as a machine learning engineer and researcher in medical image classification and segmentation with deep neural networks. Since 2017, he has focused on financial machine learning. He co-founded an algorithmic trading company, where he's the lead engineer. He holds an MSc in artificial intelligence from Sofia University St. Kliment Ohridski and has written two previous books on the same topic.
Read more about Ivan Vasilev