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Advanced Deep Learning with Python

You're reading from  Advanced Deep Learning with Python

Product type Book
Published in Dec 2019
Publisher Packt
ISBN-13 9781789956177
Pages 468 pages
Edition 1st Edition
Languages
Author (1):
Ivan Vasilev Ivan Vasilev
Profile icon Ivan Vasilev
Toc

Table of Contents (17) Chapters close

Preface 1. Section 1: Core Concepts
2. The Nuts and Bolts of Neural Networks 3. Section 2: Computer Vision
4. Understanding Convolutional Networks 5. Advanced Convolutional Networks 6. Object Detection and Image Segmentation 7. Generative Models 8. Section 3: Natural Language and Sequence Processing
9. Language Modeling 10. Understanding Recurrent Networks 11. Sequence-to-Sequence Models and Attention 12. Section 4: A Look to the Future
13. Emerging Neural Network Designs 14. Meta Learning 15. Deep Learning for Autonomous Vehicles 16. Other Books You May Enjoy

Summary

In this chapter, we looked at the field of meta learning, which can be described as learning to learn. We started with an introduction to meta learning. More specifically, we talked about zero-shot and few-shot learning, as well as meta training and meta testing. Then, we focused on several metric-based learning approaches. We looked at matching networks, implemented an example of a Siamese network, and we introduced prototypical networks. Next, we focused on optimization-based learning, where we introduced the MAML algorithm.

In the next chapter, we'll learn about an exciting topic: automated vehicles.

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