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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 discussed how to create new images with generative models, which is one of the most exciting deep learning areas at the moment. We learned about the theoretical foundations of VAEs and then we implemented a simple VAE to generate new MNIST digits. Then, we described the GAN framework and we discussed and implemented multiple types of GAN, including DCGAN, CGAN, WGAN, and CycleGAN. Finally, we mentioned the neural style transfer algorithm. This chapter concludes a series of four chapters dedicated to computer vision and I really hope you've enjoyed them.

In the next few chapters, we'll talk about Natural Language Processing and recurrent networks.

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