GANs in Action: Deep learning with Generative Adversarial Networks 1617295566, 978-1617295560

GANs in Action teaches you how to build and train your own Generative Adversarial Networks, one of the most important in

1,850 362 6MB

English Pages 240 Year 2019

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GANs in Action: Deep learning with Generative Adversarial Networks 1617295566, 978-1617295560

Table of contents :
PART 1 - INTRODUCTION TO GANS AND GENERATIVE MODELING
1. Introduction to GANs
2. Intro to generative modeling with autoencoders
3. Your first GAN: Generating handwritten digits
4. Deep Convolutional GAN


PART 2 - ADVANCED TOPICS IN GANS
5. Training and common challenges: GANing for success
6. Progressing with GANs
7. Semi-Supervised GAN
8. Conditional GAN
9. CycleGAN


PART 3 - WHERE TO GO FROM HERE
10. Adversarial examples
11. Practical applications of GANs
12. Looking ahead

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